TF-IDF and k-Means Clustering in Amazon Reviews

In [1]:
#Importing thelibraries

import numpy as np
import pandas as pd

import matplotlib.pyplot as plt
import seaborn as sns
sns.set()

from sklearn.metrics import pairwise_distances

import re
from nltk.corpus import stopwords

import warnings
warnings.filterwarnings("ignore")

pd.set_option('display.max_columns', None)

Explore and clean the data

In [2]:
#Loading the data and checking the shape
data = pd.read_csv("amazon-reviews.csv.bz2", sep = '\t')
data.shape
Out[2]:
(205331, 4)
In [3]:
#Checking for NA values
data.dropna(inplace = True) # dropping the NA values
data.head()
Out[3]:
date summary review rating
0 2013-07-16 Awesine Perfect for new parents. We were able to keep ... 5
1 2013-06-29 Should be required for all new parents! This book is such a life saver. It has been s... 5
2 2014-03-19 Grandmother watching baby Helps me know exactly how my babies day has go... 5
3 2013-08-17 repeat buyer I bought this a few times for my older son and... 5
4 2014-04-01 Great I wanted an alternative to printing out daily ... 4

Looking for duplicates

In [4]:
mult_reviews = (data.groupby('review', as_index = False).size().
                sort_values(ascending = False).reset_index(name = 'no_of_reviews'))
In [5]:
plt.figure(figsize = (10, 6))
sns.countplot(x = mult_reviews['no_of_reviews'] > 1)
Out[5]:
<matplotlib.axes._subplots.AxesSubplot at 0x29454c94a58>

From the above graph we could see that there are some reviews repeated more than once. We will drop the duplicates to analyze the data better and avoid reptitions.

In [6]:
data.drop_duplicates(inplace = True)
data.shape
Out[6]:
(195752, 4)
In [7]:
#Checking for sample 1000 reviews
np.random.seed(42)
review = pd.DataFrame(data['review'].sample(1000)).reset_index() # sampling 1000 reviews for the initial analysis
review.drop("index", axis = 1, inplace = True) # dropping the index column
review.head(10)
Out[7]:
review
0 I love this seat, it's so easy to use and most...
1 I love this mascara.\n\nIt's super easy to app...
2 I have tried too many different diapers/ brand...
3 I love a good lip gloss and this is absolutely...
4 Cute blanket, great materials. The green cente...
5 This monitor is fantastic. The picture is very...
6 So pleased with this. My mother purchased a d...
7 These are so soft and cute. They are very gent...
8 I bought this for my little girl when she was ...
9 Will this replace a pro fret job? Nah...That s...

Let us perform TF-IDF on the reviews and we will have some better idea on how many clusters we would like to have.

Implement TF-IDF Transform

In [8]:
def quote_to_words(raw_quote):
    #removing raw letters,numbers,punctuations
    letters = re.sub("[^a-zA-Z]"," ",raw_quote)
    #creating an array , resolving whitespaces
    words = letters.lower().split()
    #create an array of stopwords so that we don't have to access corpus to search for a stopword
    stop = set(stopwords.words("english"))
    #removing stopwords from the raw_review
    meaningful_words = [w for w in words if w not in stop]
    #return a string with only the words that are important
    return(" ".join(meaningful_words))
In [9]:
clean_reviews = []

for i in range(review.review.size):
    clean_reviews.append(quote_to_words(review.review[i]))
In [10]:
review_series = pd.Series(clean_reviews)

#Creating work data
work_data = pd.DataFrame(review_series)

#Combining the fresh and quotes columns
work_data.rename(columns = {0 : 'review'}, inplace = True)
In [11]:
work_data.head()
Out[11]:
review
0 love seat easy use importantly clean also remo...
1 love mascara super easy apply clump lashes loo...
2 tried many different diapers brands systems li...
3 love good lip gloss absolutely perfect applica...
4 cute blanket great materials green center terr...
In [12]:
from sklearn.feature_extraction.text import CountVectorizer

vectorizer = CountVectorizer()
X = vectorizer.fit_transform(work_data['review']).toarray()
X.shape
Out[12]:
(1000, 6598)
In [13]:
BOW = pd.DataFrame(X, columns = vectorizer.get_feature_names())
BOW.head()
Out[13]:
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
In [14]:
print("Counting the actual number of words :")
print(len(BOW.columns))
Counting the actual number of words :
6598

Most commonly occurring words in the reviews

In [15]:
BOW.apply(np.sum, axis = 0).sort_values(ascending = False).head(10)
Out[15]:
one       509
baby      464
use       461
like      408
great     367
would     344
get       291
little    287
well      278
really    268
dtype: int64

Calculating tf-idf for every word in the reviews to find the important words

In [16]:
BOW['total_words'] = BOW.sum(axis = 1)
BOW_tf_idf = BOW.apply(lambda x: ((x/BOW['total_words']) * np.log((1+len(BOW))/(x+1))))
BOW_tf_idf.drop('total_words', axis = 1, inplace = True)
BOW_tf_idf.head()
Out[16]:
aa aback abandoned ability able abound abrading abrupt absent absolute absolutely absolutly absorb absorbancy absorbant absorbed absorbent absorbing absorbs abuse ac accept accepted access accessing accessories accessory accident accidentally accidents accommodate accommodated accommodates accomodate accompanying accomplish accomplishpage accord according accordingly accordion account accounts accuracy accurate accurately accutane ace ache achievement acid acids ack acne acoustic acquaintance acquire across act acting action activated activates activation active activities activity acts actual actually adapt adapter adapters adapteryou add addario added adding addition additional additionally adds aden adequate adequately adhere adhesive adiri adjust adjustable adjusted adjuster adjusters adjusting adjustment adjusts admit admittedly admitting adorable adore adores adult adults advanced advantage advantages advent adventure adverse advertised advertises advice advise advised affairs 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portion portions portrait posay position positioned positioning positions positive positon possible possibly post posted postpartum posts potent potential potentially potette potties potty pouch pouches pound pounds pour pouring powder powders powdery power powerful powering practical practically practice pre precaution precious precise precisely predetermined preemie preemies prefect prefer preference preferred prefers prefold prefolds pregnancy pregnant premature premie premium preparation prepare prepared preparing preschooler preschoolers prescription presence present preset presets presetsfor press pressed pressing pressure pressurize pretend prettier prettily pretty prevelent prevent prevented preventer preventing prevents previous previously price priced priceless prices pricetag pricey prick pride pried primarily primary prime primer primo prince princeton print printed prior pristine prius privileges pro probably probe problem problematic problems process processed processing proctor produce product production productive products professional profile profusely program progress progresses progressively project projections projects prolonged promise promised promising promptly prone pronto proof proofness prop proper properly properties propped propping props proraso pros protect protected protecting protection protector protects protein proud proved provide provided provides providing proving pry ps pt public published puckered puff puffiness puffy puj pul pull pulled pulling pullout pulls pump pumped pumper pumping pumpkin pumps puppy purchase purchased purchases purchasing purchsed pure puree pureed purple purples purpose purse purses push pushed pushes pushing put puts putting puzzle qualified qualify qualifying qualities quality quantity quarter quarters question quick quicker quickly quickness quiet quilted quirks quit quitar quite quot quote raccoon race raced rack racks radian radiant radius rag ragnar rags rail rails rain rainbow rainforest raise ram ran random randomly randomness range rare rarely rash rate rated rater rather rating ratings rattle rattles rattling rave raves raving raw razor razzberry rd reach reached reaches react reaction read readily reading readjust ready real realistic reality realize realized realizes realizing really reapply rear rearfacing rearrange rearranging reason reasonable reasonably reasons reassemble reassurance reassuring rebound recalled recalls reccomend receive received receiver receiving recently reception recharge rechargeable recharger recipient recline reclined recliner reclines reclining recognize recomend recomended recommend recommendation recommendations recommended recommened record recording records recovering recovery rectangle rectangular rectified recyclable recycled red reddish redeeming rediculous redness reduce reduced reduces reduction reel reference refills reflection reflects reflex reflux refresh refreshed refreshing refrigerator refund refused refusing regard regarding regardless regime register registered registry regret regrets regretting regular regularly regulate reinflate reinflated reinforced reissue related relationship relative relatively relaxed relaxing relay release released releases reliable relief reluctant rely remained remaining remains remarkable remarkably remarks remedied remember reminder reminds remote removable remove removed remover removes removing rental renting repair repaired repeat repeated repeatedly repeats replace replaced replacement replacements replacing replay replied reply report reported reporting reposition repositional representative repurchase requests require required requirement requirements requires resale research researched researching resell reservoir reset residue resist resistance resistant resisted resists resort resorting respectissime respond responds response rest restaurant restaurants rested resting restless restore restrictions rests result resulted results retail retailer retailers rethread rethreaded retinol retire return returned returning reusable reuse reusing reverb reversible review reviewed reviewer reviewers reviewing reviews revitalift reward rewarded rewash ribbons ribcage rice rich rid ride rides ridiculous ridiculously riding riffs right rigid rim ring rings rinse rinsed rinses rio rip ripped ripping rise risk rit rn ro road roast rob roche rock rocker rocking rocks rod rode rods roll rolled rolling rolls rom roof room rooms roomy roped roping rosacea rose rosy rotate rotating rough round roundabout rounded rounds routine row royal rub rubber rubberized rubbery rubbing rubbish rubs rug ruin ruined ruining rum run rung runner runners running runs rushing russel sack sacks sacrifice sad saddles sadistic sadly safe safely safer safest safety sag sage said sailing sake salads sale salicylic salon salons salt salvation sample samsung sand sanitary sanitize sanitized sanity sardine sassy sat satin satisfied saturate sauce saucer save saved saver saves saving savior 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In [17]:
BOW_tf_idf.sum().sort_values(ascending = False).head(10)
Out[17]:
great     78.663635
baby      67.158095
use       64.431023
one       61.864850
like      54.786179
love      53.741700
well      47.852174
would     41.774582
easy      40.954785
little    39.249048
dtype: float64

Using sklearn tfidf vectorizer

In [18]:
from sklearn.feature_extraction.text import TfidfVectorizer
vec = TfidfVectorizer(stop_words='english')
XX = vec.fit_transform(work_data.review).toarray()
bow_vec = pd.DataFrame(XX, columns = vec.get_feature_names())
bow_vec.head()
Out[18]:
aa aback abandoned ability able abound abrading abrupt absent absolute absolutely absolutly absorb absorbancy absorbant absorbed absorbent absorbing absorbs abuse ac accept accepted access accessing accessories accessory accident accidentally accidents accommodate accommodated accommodates accomodate accompanying accomplish accomplishpage accord according accordingly accordion account accounts accuracy accurate accurately accutane ace ache achievement acid acids ack acne acoustic acquaintance acquire act acting action activated activates activation active activities activity acts actual actually adapt adapter adapters adapteryou add addario added adding addition additional additionally adds aden adequate adequately adhere adhesive adiri adjust adjustable adjusted adjuster adjusters adjusting adjustment adjusts admit admittedly admitting adorable adore adores adult adults advanced advantage advantages advent adventure adverse advertised advertises advice advise advised affairs affect 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perego perfect perfected perfectly perforated perform performance performs perfume perfumed period periodic periodically periods perlite permanent permanently peroxide persisted person personal personally personi persons perspective pertrolium pesky petal petals petite phalanges phan phantom phases phenomenal philippines philips phillips phone phones photo photos phrase physically piano pic pick picked picking picks picky pics picture pictured pictures pie piece pieced pieces pigmentation pigmented pile piling pill pilled pillow pillowcase pilot pimple pimples pin pinch pinched pinches pine pineapple pink piping pitch pitched pitcher pivoting piyo pjs place placebo placed placeholder placement places placing plain plan plane planet planning planus plasma plastic plastics plate plated plates platform platinum play playard played player playful playground playing playmat playroom plays playtex playyard pleasant pleasantly pleased pleasure pleasures pleats plenty pliers plop plug plugged plugging plugs plum plunge plunger plus plush pnp pocket pockets pod point pointed pointing pointless points pointy poke poking poles police policy polish polka pomade pomeranians pony poo pooh pooing pool poop poopy poor poorly pop popped popper popping pops popular porch porciones pore pores port portability portable portion portions portrait posay position positioned positioning positions positive positon possible possibly post posted postpartum posts potent potential potentially potette potties potty pouch pouches pound pounds pour pouring powder powders powdery power powerful powering practical practically practice pre precaution precious precise precisely predetermined preemie preemies prefect prefer preference preferred prefers prefold prefolds pregnancy pregnant premature premie premium preparation prepare prepared preparing preschooler preschoolers prescription presence present preset presets presetsfor press pressed pressing pressure pressurize pretend prettier prettily pretty prevelent prevent prevented preventer preventing prevents previous previously price priced priceless prices pricetag pricey prick pride pried primarily primary prime primer primo prince princeton print printed prior pristine prius privileges pro probably probe problem problematic problems process processed processing proctor produce product production productive products professional profile profusely program progress progresses progressively project projections projects prolonged promise promised promising promptly prone pronto proof proofness prop proper properly properties propped propping props proraso pros protect protected protecting protection protector protects protein proud proved provide provided provides providing proving pry ps pt public published puckered puff puffiness puffy puj pul pull pulled pulling pullout pulls pump pumped pumper pumping pumpkin pumps puppy purchase purchased purchases purchasing purchsed pure puree pureed purple purples purpose purse purses push pushed pushes pushing puts putting puzzle qualified qualify qualifying qualities quality quantity quarter quarters question quick quicker quickly quickness quiet quilted quirks quit quitar quite quot quote raccoon race raced rack racks radian radiant radius rag ragnar rags rail rails rain rainbow rainforest raise ram ran random randomly randomness range rare rarely rash rate rated rater rating ratings rattle rattles rattling rave raves raving raw razor razzberry rd reach reached reaches react reaction read readily reading readjust ready real realistic reality realize realized realizes realizing really reapply rear rearfacing rearrange rearranging reason reasonable reasonably reasons reassemble reassurance reassuring rebound recalled recalls reccomend receive received receiver receiving recently reception recharge rechargeable recharger recipient recline reclined recliner reclines reclining recognize recomend recomended recommend recommendation recommendations recommended recommened record recording records recovering recovery rectangle rectangular rectified recyclable recycled red reddish redeeming rediculous redness reduce reduced reduces reduction reel reference refills reflection reflects reflex reflux refresh refreshed refreshing refrigerator refund refused refusing regard regarding regardless regime register registered registry regret regrets regretting regular regularly regulate reinflate reinflated reinforced reissue related relationship relative relatively relaxed relaxing relay release released releases reliable relief reluctant rely remained remaining remains remarkable remarkably remarks remedied remember reminder reminds remote removable remove removed remover removes removing rental renting repair repaired repeat repeated repeatedly repeats replace replaced replacement replacements replacing replay replied reply report reported reporting reposition repositional representative repurchase requests require required requirement requirements requires resale research researched researching resell reservoir reset residue resist resistance resistant resisted resists resort resorting respectissime respond responds response rest restaurant restaurants rested resting restless restore restrictions rests result resulted results retail retailer retailers rethread rethreaded retinol retire return returned returning reusable reuse reusing reverb reversible review reviewed reviewer reviewers reviewing reviews revitalift reward rewarded rewash ribbons ribcage rice rich rid ride rides ridiculous ridiculously riding riffs right rigid rim ring rings rinse rinsed rinses rio rip ripped ripping rise risk rit rn ro road roast rob roche rock rocker rocking rocks rod rode rods roll rolled rolling rolls rom roof room rooms roomy roped roping rosacea rose rosy rotate rotating rough round roundabout rounded rounds routine row royal rub rubber rubberized rubbery rubbing rubbish rubs rug ruin ruined ruining rum run rung runner runners running runs 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In [19]:
bow_vec.sum().sort_values(ascending = False).head(10)
Out[19]:
baby       29.644980
great      28.002028
use        27.413734
like       24.175163
love       22.782741
easy       20.405128
little     19.714460
really     18.164324
good       18.003841
product    17.825549
dtype: float64

Implement k-Means clustering

In [20]:
print("The norm of the tfidf matrix is:", round(np.linalg.norm(X), 2))
The norm of the tfidf matrix is: 272.22

The algorithm here is considering the TF-IDF property of the words to group the words into clusters.In TF-IDF, we calculate the frequency of a word occuring in the document and we multiply this with the IDF of the word across all the reviews in the document.

In [21]:
class Kmeans:
    """ 
        k: number of clusters
        
        max_iter: number of iterations to run algorithm, default: 200

        centroids: array, k, number_features
       
        cluster_labels: label for each data point
       
    """
    print("")
    def __init__(self, k, seed = None, max_iter = 200):
        self.k = k
        self.seed = seed
        if self.seed is not None:
            np.random.seed(self.seed)
        self.max_iter = max_iter
        
            
    
    def initialise_centroids(self, data):
        """Randomly Initialise Centroids
        
        Parameters
        ----------
        data: array or matrix, number_rows, number_features
        
        Returns
        --------
        centroids: array of k centroids chosen as random data points 
        """
        
        initial_centroids = np.random.permutation(data.shape[0])[:self.k]
        self.centroids = data[initial_centroids]
        print("The norm of the centroids is:", round(np.linalg.norm(self.centroids), 2))

        return self.centroids
    
    
    def assign_clusters(self, data):
        """Compute distance of data from clusters and assign data point
           to closest cluster.
        
        Parameters
        ----------
        data: array or matrix, number_rows, number_features
        
        Returns
        --------
        cluster_labels: index which minmises the distance of data to each
        cluster
            
        """
        
        if data.ndim == 1:
            data = data.reshape(-1, 1)
        
        dist_to_centroid =  pairwise_distances(data, self.centroids, metric = 'cosine')
        self.cluster_labels = np.argmin(dist_to_centroid, axis = 1)
        
        return  self.cluster_labels
    
    
    def update_centroids(self, data):
        """Computes average of all data points in cluster and
           assigns new centroids as average of data points
        
        Parameters
        -----------
        data: array or matrix, number_rows, number_features
        
        Returns
        -----------
        centroids: array, k, number_features
        """
        
        self.centroids = np.array([data[self.cluster_labels == i].mean(axis = 0) for i in range(self.k)])
        
        return self.centroids
    
    
    
    def predict(self, data):
        """Predict which cluster data point belongs to
        
        Parameters
        ----------
        data: array or matrix, number_rows, number_features
        
        Returns
        --------
        cluster_labels: index which minmises the distance of data to each
        cluster
        """
        
        return self.assign_clusters(data)
    
    def fit_kmeans(self, data):
        """
        This function contains the main loop to fit the algorithm
        Implements initialise centroids and update_centroids
        according to max_iter
        -----------------------
        
        Returns
        -------
        instance of kmeans class
            
        """
        self.centroids = self.initialise_centroids(data)
        
        # Main kmeans loop
        for iter in range(self.max_iter):

            self.cluster_labels = self.assign_clusters(data)
            self.centroids = self.update_centroids(data)          
            if iter % 100 == 0:
                print("Running Model Iteration %d " %iter)
        print("Model finished running")
        return self   

Firstly we randomly assign centroids in initialise_centroids function and we try to find the proximity of the words by means of cosine distances in order to find which words fall in which cluster using assign_clusters function. Then we assign the words to those clusters in order to minimize the within cluster sum of squared distances. This is done using update_centroid function and assign_cluster function again. This process keeps on repeating and in every iteration, the clusters are re calculated.So with every iteration, the centroids get optimized such that the distance within the clusters is minimum and teh distance within different clusters is maximized.

We have also calculated the norm of the reviews and cluster centers(centroids)

In [22]:
kmeans_model = Kmeans(3, seed = 42, max_iter = 200)
In [23]:
fitted = kmeans_model.fit_kmeans(X)
The norm of the centroids is: 22.91
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
In [24]:
#Th predicted function returns the cluster labels

predicted = kmeans_model.predict(X)
In [44]:
pred_df = pd.DataFrame(predicted, columns = ['cluster'])
In [45]:
print("The condition number cluster zero:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 0].index]),2))
print("The condition number cluster one:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 1].index]),2))
print("The condition number cluster two:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 2].index]),2))
The condition number cluster zero: 310.21
The condition number cluster one: 31.9
The condition number cluster two: 22.81

Analyzing the clusters

In [26]:
#Appending the cluster reviews to the original dataset
review['cluster_labels'] = predicted
In [43]:
review[review['cluster_labels'] == 0]
Out[43]:
review cluster_labels
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! 0
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. 0
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. 0
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. 0
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. 0
9 Will this replace a pro fret job? Nah...That said this works great for use a few times a year to clean the frets an make them shiny and smooth.End results[...] 0
11 I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend. 0
14 Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage. 0
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL. 0
20 Goes on very smoothly and doesn't cake or look dry. I like the marbled appearance, it allows it to blend much smoother. I first used this alone, just to see how well it covers and it did a great job, just looked a little too light, even on my fair skin. Then I tried it again but this time over the light foundation I wear and found that it worked well to cover uneven spots but with it the cakey-masklike look that a lot of people want to avoid. 0
21 i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :) initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on. As the volume increases, I find that I just had to add more water than usual to heat the milk up. Nowadays i just use the entire water container to heat up 4 oz of milk. my nanny uses it to heat up water too. i haven't had any bottles that melt in it yet. there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle. if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown. i wipe it down from time to time, but i haven't had the time to completely get rid of it. in all, for the price that i paid, i think it's worked pretty well. 0
22 For the first 2 months of her life, our little one slept in a rocking sleeping right next to our bed and we didn't really have use for a monitor. When we moved out of our apartment, we set up a room for baby that was on the opposite side of the house from our room, and a monitor was suddenly a must-have. So we took a whole weekend to read hundreds of reviews for baby monitors and finally settled on this one. We were nervous because the "out of range" beeping was one of the biggest cons that people listed in their reviews, and I didn't know what we would do if incessant beeping forced us to turn off the monitor in the middle of the night. Well, it took us a few nights to find a good frequency, and the perfect location for the monitor and its receiver, but once we discovered what worked, we've been good to go ever since. For some reason, it will occasionally beep "out of range" when someone walks past her bedroom, but very rarely and only for a few seconds. None of this monitor's little quirks are annoying enough to overcome the fact that it is a great monitor. We leave it on the voice activated setting when we go to bed at night, and it will pick up the slightest sound she makes. The clarity is incredible - this is a great monitor for the price, and I recommend you give it a try. 0
24 This is NOT a hard gate to assemble. The directions do have a lapse in wording regarding placement of one of the parts, but seriously, a little common sense and a look at the diagram will confirm proper assembly. Adjusting the gate to your specific opening should be the "hardest" thing you have to do with this.For the sake of expectation management, I will say also that this is NOT a quick-adjust gate. You will adjust this gate to a specific opening. It will lift off of the hardware, but you will need a screwdriver to put it in a different space.This IS a plastic gate, and stretched out, it does have an amount of flex to it. However, it will take a great deal of pressure before it moves, and when hard mounted with the hinges and cups, I think it will do just fine. On a smaller opening, I would imagine that the flex would be minimal, especially if you spread the adjuster buttons out right.The end stoppers have a great grip on them and even with full weight put on the gate, they tilt before they slide, even on a smooth, wooden stair post.I will wait to make the final decision on buying more of these until after I've had them hard mounted and used them for a little bit, but I see no reason to return the 2 I have. If you're looking for an affordable gate for your home, this is definitely worth consideration. 0
27 Great coverage! Just wish the pockets at the bottom were seperated into two larger sections instead of 3 littler ones. 0
31 4 stars for so far so good and well see after a couple of weeks.\n\nI am taken aback at the price of Erno Laszlo products, and that would definitely give me great pause in purchasing them with my tight budget, so I will be back to update after using the product several weeks to see if I notice any significant enough results to warrant this price: that written, its difficult to know what a product is doing at a cellular level. What I consider when deciding on whether to purchase or repurchase a facial product is: Does it make me/my skin feel good? Am I happy using it? Does it feel luxe? Is there just something about it I love? And so far all of those are a yes to this product (except the price - ouch!)\n\nThe Hydra-Therapy Memory Sleep Mask comes packaged nicelyin a sturdy pretty little box. The product is in a heavy jar: white with black lid and lettering; nice enough looking if you want to set it on your bathroom counter.\n\nThe product itself is a light pink and the scent is a bit rose-like. I am NOT a rose personI don't care for rose-scented products at all; however, this Enron Laszlo rose scent is quite pretty and subtle and doesnt over-power and I find I do like it. The look & texture surprised me at firstits not a cream but almost looks gel-like with an oily look/feel to it. I was worried it would be too oily on my face, but once I smoothed it on, I was not disappointed, for it soaked right into my skin.\n\nThere is a tiny spatula to dip out the product. You can fit the spatula under the lid on top of the cover to the product so you don't lose it or have to find a place to set it.\n\nThis sleep mask feels amazing going on! And I have tried a LOT of beauty product so Im picky, especially when a product charges as much as this company does. But my skin felt incredibly soft after smoothing this on. Once it was absorbed, I kept touching my skinit was that softand the next morning my skin still felt super soft. As for how it looked, thats too early to tell so Ill need to keep using it.\n\nYou only are to use this twice a week, so the product will last a good whilejust a little is needed to cover your face, throat, chest, or if you want it really to last just use on your face. That makes the $90 price tag a little easier to bear if you look at how often you use it and how little you need. I try to look at ounces and how much product is there and then consider the costfor example, one of my creams is $25-30 but its in a much smaller amount and its for daily use, so how many of those will I buy compared to this Erno Laszlo? That written, Erno Laszlo products are still pricey.\n\nIm excited to try this out for longer, and so far am encouraged even if just for the luxe feel of it, how soft it made my skin, and the quality ingredients used. There is still the problem that after this product is gone, could I justify $90 in my strict budget?for that, it better give me some obvious results after a couple weeks of twice-weekly use! 0
32 Every time I ordered one of these Babyletto items, (we bought a set) they arrived damaged. The company would not take it back and send me a new one, instead, they offered to send me all the damged parts for both the crib and changing station. The company had me send pictures to send me replacement parts, I feel that it was a waste of precious time to deal with it. We assembeled and disassembeled a couple of times and then we just gave up and stored the parts in storage. The quality is so that you cannot mess with it too much.I like the Design, but it's hard to find bumpers that fit this crib properly. The drawer on the bottom is great and this crib is perfect for small spaces. I wish it was made with a bit of a better quality. 0
36 I really wanted to like this makeup. I've heard raving reviews about this brand and have seen their expensive products at Ulta but never tried them due to the price. I used this as directed and it's just not for me. I have very pale skin that is oily. I still felt like this left a white, powdery tint to my skin and it didn't set my make up very well. My make up didn't last any longer than it normally does, definitely not the 16 hours that is claimed. I looked at the ingredients and all that's in it as talc. I'm not sure why a container of talc costs so much money. 0
37 Great plates - deep enough for different foots - stackable - durable - dish washer safe (top rack) and look brand new after months of use. 0
39 This pillow is great. Firm on one side, but softer on the other. Can be used not only for supporting your nursing baby, but also to prop up your baby while she lays against the pillow by herself. Decorated with sweet elephants, this design can be for boys or girls. The comfort of this pillow is great. It's very durable too. Comes with a vibrating disc that can be removed if you don't want to use it, but slips into the pillow to sooth your sweet baby if you want to use it. This is a large pillow, so this will be used for several months ahead! 0
41 I love this carrier. I tried a sling but it tweaked my baby's head and looked uncomfy, not to mention it was hard to get her in. I also have the ergo carrier but she is too little to straddle my body and the infant carry position is awkward for it, it will be great when she gets a little older. For the meantime this is the carrier to get when they are tiny!! Wish I would have gotten it sooner so I could have been more productive around the house earlier on! The black version is cheaper but I went with this one because its supposed to "breathe" better, I think you could go either way and save 5 bucks if you need to or if you like black better, this is actually more of a charcoal than light grey, very nice. I can see how it could hurt your back after a while but I just use it around the house and shes only 12lbs right now. Its not exactly a breeze to get on but its not bad and if your baby is not screaming, you can unclip it in many places to slip it on otherwise you've got to kinda wiggle this over your head 0
42 I like these baby utensils, but they are a bit big/wide for the mouth of a baby. They are also kind of thick. They do the job and the forks are not very pointy, which is good, but the thickness/wideness of the spoon for example makes it hard to use. 0
43 These looked huge when I took them out of the package! Don't worry they will shrink down a little after the first wash. These are absorbent and great for burp cloths because you don't have to worry about staining them. They are very easy to wash and could potentially be bleached. After the first wash, they might not be as soft was you would wish but after a few washes this is not an issue. In short, I love them. I have 2 packages of them and I use them every day. I have cute ones that I might use outside of the house, but these are definitely my first choice.My auntie recommended them to me and I am very thankful for that! She used them with her kids and they are now a necessity in my house. 0
44 I love the idea of eco-friendly products. Unfortunately, these did very little to mask the smell of soiled diapers...so I found it pointless to use them at all because the smell is the same whether they're in one of the bags or not.They do stick together and it's hard to pull one apart one-handed. 0
46 Very good. 0
47 Maybe it's b/c of my daughter's shape that these just don't work for us, but these look pretty odd when being worn. The front gets all bunched up between the legs, and from the back it just looks like a big rectangle. I also wish there were snaps inside of the cover to keep the inserts in place. I love the thirsties covers, so I still use those but with fitted dipes. I did take these apart and I use the hemp side as a doubler for overnight, so it wasn't a total waste! These are very absorbent and do the job but the fit wasn't right for us. 0
49 for the most part we are using straw sippy cups but these are great for the last bottle of the night 0
51 We already had 1 of these but needed another as we often have accidents on the changing pad. The pad fits perfect, stays soft in the wash and is organic which makes us happy. Love Naturepedic! 0
52 First, keys are not my best instrument to play, just a beginner, I'm a professional guitarist. That said, I purchased this for my home recording studio. The controller that I had was a ION but had mini keys. I love the fact that this controller has full size keys. Works great with my Mac Book Pro and Logic Pro X. I know it's not the best controller but it's good if your on a limited budget. 0
55 We have used this inflatable rail several times for travel, and it's now living at the foot of our 3 year old's bed. After 18 months of periodic usage, its still working great. No leaks, no deflating, no trouble. Quick and easy to blow up, folds very small to tuck into luggage, and slides easily under our sheets. At home we have tempurpedic-style mattresses that aren't super thick (no pillow top) and we have no trouble with fitting this rail under the fitted sheet.I do prefer to use a more traditional metal rail for our primary bed rails at home, as they don't infringe on any bed space like this product does. But for travel, or as we're doing with just the foot of the bed for extra security while our toddler transitions to her big-girl-bed, it works great. 0
57 Easy to use and travel with....I'd buy it again. 0
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950 I really don't know why I bought into the hype of this product. Sure, it's hard to tip over, but not impossible. I feel like any other cup would work just as well and then you could save the $12.00. If I hadn't already used this product and ran it thru the dishwasher twice, I would return it. Just not worth it. 0
951 I have no complaints about this. I did all my research before purchasing, ie: measuring the size of my daughters changing table...and this was a great fit. She's now 16 months (yes just writing this review now) and we still use it. Her size 3 Huggies diapers fit fine and of course you get a lot more newborn diapers in there. All her creams, lotions and accessories fit in the side compartments. Very pleased. 0
952 It's more sturdy than what I expected. long and firm. Very easy to be cleaned too. I have it for over a year now and still looks like new. 0
953 Such a great summer color! Very Happy with my purchase and the sender also gave me a 10% off code for my next order! Very please and I will be ordering in the future! 0
955 I tend to wear greys, purples and browns for my eye color, but I was surprised how much I like these shades. They were a bit lighter than I'm used to as I don't were rose tones, but I was happy with the overall result and would wear these shades on weekends and for casual days. For an evening out, I'd want darker shades, but these were not too light and looked really good. 0
956 This is a very good video baby monitor that I would recommend to friends.Here's what I love about this monitor:-It's so quiet! There is no static at all! The only noise I hear is my child. Just what I want.-Receiver has a carrying clip that also functions as a stand.-Both camera and receiver are lightweight-Receiver doesn't need to be plugged in, once charged.-Camera base has very good grip! This will not easily slide off a shelf. It also comes with mounting screws.-Very good pivoting head on the camera-You can turn off the viewing screen and still listen for your baby.-You can speak into the receiver and the camera part plays your voice. Importantly, this function only works when you hold down a button, like a walkie-talkie. Your voice will come through crisp and clear. I used this to communicate with my older daughter when she was sick in bed. I don't know how often I'll use it with a baby, but it is very convenient.There are just a couple of things that could use improvement:-The screen is smaller than I expected.-When the night light function is on, there are two orange lights, one on each side of the camera, then one red light below the camera. In a dark room, it kind of looks like a scary face! We don't need any extra reason for nightmares!If the screen were a little larger, I'd recommend this 100%. As it is, I'd say the benefits still out-weigh the drawbacks. I'm happy with the monitor. 0
959 no offense to this product, i do not have a very good sleeper. she is hard to get to sleep and nothing helps her except rocking and some crying it out. however, this product is very neat and the music is very pretty. It does take some effort to change the batteries and the remote does not work all that great but at least it has one. 0
963 This is less of a sippy cup to me and more of a first step away from the bottle. It is shaped just like a bottle although the nipple is flatter and not round like a typical bottle. I think this is best for a baby that is just starting to get transitioned off a bottle but isn't ready for a real sippy cup. I like that it has the ounce markers on the cylinder as some cups do not. 0
964 The baby uses this and I love tucking him into it. The cotton is soft and had held up well after many washes. It is just heavy enough for a well heated room, light enough for summer. If you keep the temperature low in winter, you might want something heavier. All in all, I would suggest buying two so you have once in case there is an accident, if you know what I mean. 0
966 This is the perfect size for my baby, who started to eat cereal. When she progresses to eating fruit/vegetable, the compartments would be used. What really makes this a great bowl is the ergonomic design, where my left thumb easily slides into the handle, and the bowl rests on my palm stably and comfortably. 0
967 Purchased this for our Prius. It worked really great until it stopped working. Not really sure what happened, it was a hot day so maybe that had something to do with it. We kept trying to put it back up but after a few minutes it would just fall down again. 0
968 I was excited to receive and try the Philips AVENT drying rack. There are several bottle drying racks on the market, but this works very well! The spikes loosely grip the bottles and help them dry quickly and the grate at the bottom whisks away moisture. I also liked that this did not look out of place in my kitchen. There are some drying systems that look like grass, etc, but this blends in well with my other items. At least my kitchen still looks semi adult! This is a great purchase for yourself or a baby shower.Recommended. 0
972 This is a super easy way to keep your baby bottles etc bacteria free. It does take up a bit of space on the counter but for ease of sterilization, I can live with that. Minus one star for the condensation that builds after a load is run, it doesn't air out and dry the bottles well at all. 0
973 We use these over huggies because our large daughter always leaks through her overnights.They work great! Super water-proof, even when the huggies are bursting at the seams!Very easy to wash, and durable. Velcro is holding up well over daily use.They are slightly more "plastic-y" than some of the over diaper shells, but I think the material is nice. Feels like something in between plastic and fabric.My only CON is that they occasionally dig into the thigh of my (admittedly very chubby) kid. Unless you're dealing with thunder thighs, you should be good to go.I plan on using these with g diaper inserts later on this year when our next baby is born. I think they'll work great as cloth diaper shells, for smaller babies (g diaper inserts bunch up on older kids, hence our reluctant use of huggies...) 0
976 I use these as burp cloths. I have found they are a great size and very absorbent. They are a lot more cost effective than all the fancy burp cloths out there. I suggest sticking a pack of these in any baby gift you give. 0
978 Baxter of California is my go-to product for skin and personal care. The quality of this stuff really justifies the price. This item would make a perfect holiday gift for the man in your life (or the men, no judgment here). Whatever ingredients they use, it feels great on the skin and has little to no aroma (if there's any at all, it's simple, clean, and masculine). 0
979 This set is unbelievable for pumping moms at work. It made it very easy to clean and maintain all of my pumping equipment while I was at work. I highly recommend this set for all working moms. All of oxos baby products are great!! 0
980 While, this minty lip balm is targeted towards men, I tend to have several of these on me. The hydrating lip balm is enriched with shea butter, mint, avocado oil, Vitamin E, green tea extract, and antioxidants. The potent cocktail of ingredients left my skin feeling smooth, soft and hydrated. 0
981 These were the first burp cloths I purchased because everyone said to buy the plain white burp cloths (cloth diapers) so I decided on these after reading reviews. While they served their purpose they tend to be a bit rough/scratchy against my daughters face. If spit up dries on it they become stiff and un-useable until washed. They are absorbent and a good price so I do recommend buying some to have on hand (they also make good dust cloths), but my preference for burp cloths is the Gerber knit ones. 0
983 I really didn't know what to expect from this Mont Blanc Starwalker Eau De Toilette, other than in the description it states that the scent is spicy. I'd say that the scent is more citrusy, or has more citrus notes to it rather than that it's spicy.. The scent is pleasant but a little strong to me.\n\nThe bottle is nice with a pull off cap on top of the sprayer. The bottle is 2.5 ounces which is pretty large, so this would last for a long time even if you use it daily. It's comes in a pretty blue iridescent box. It is made in France 0
984 I have a four month old at home, go through TONS of diapers, and have become an unabashedly big fan of this product.Pros:* It's nice looking. Simple, white, clean, and plastic.* It takes up a small footprint. Maybe around a foot in diameter, which is great for the tight corner I use it in.* It's easy - depress the foot pedal and the lid opens, which is GREAT when your hands are full of dirty diaper, baby, wipes, and whatever other randomness gets thrown into the mix.* No smell. It does what it says it should. This alone is a 5 star feature.* Replacing the bag is a cinch.* It holds a lot of diapers, and the bag is good strong plastic.* Because it's sealed up well, our dog can't nose his way into the dirty diapers (sadly and grossly a concern for us).Cons:* You do have to eventually replace the canister which supplies the liner bag, and it's a component designed specifically for the Diaper Genie. All things considered, though, the cost of this is worth it to me - but others might not feel the same.All in all, I am very pleased with this product, and would definitely recommend it to others. I am very pleased. For what I wanted, this definitely does the trick. 0
987 This is just the right level of warmth for spring/summer nights when I don't want my baby to be too hot. I gave it 4 stars instead of 5 because I would prefer if the zipper started at the bottom instead of the top, as our baby sleeps through the night so we don't change him while he's in the sleep sack, and it would be easier to zip up from the bottom. But it's not a big deal. 0
988 Nice concept. It take a while to figure out how to fit two pacifiers in there. Also, the transparent NUK pacifiers are slightly bigger and are even harder to fit. The colored ones are easier to fit. 0
989 When I saw these for $5.00 I assumed I'd be getting a cheap white elephant gift. I was pleasantly surprised. These little head massagers are fantastic. Everyone in the family loves them. They do not tangle up in you hair at all, nor do they poke you when you use them. They do come packaged as one, but it's quite simple to individually wrap them and give them as gifts. I am purchasing more and making them stocking stuffers for the adults in my family ... however the kids love the scalp massagers, too. 0
990 Extremely useful, both for changing at a friend's place or chaging on a flight or in a park/restaurant. Very convenient, would definitely recommend it for all moms!A must have, and great for baby shower gifts too :) 0
991 Good for the smaller sized nipples but not for the wide mouth bottle nipples. We have tried a variety of bottles for our breastfed baby and those bottles had varying nipple sizes. The flip top has space to put nipples in to wash but with the larger size nipples, we could only fit 2 or 3. But with the "standard" size or smaller nipples, we could get all of them in the flip top area. This is just okay. We've just taken to handwashing so this washer basket really is unnecessary for us now. 0
992 Exactly the same as the more expensive changing pads at the baby stores. It is soft, durable, and we are pleased. 0
996 Very nice and soft, but small, my measurement showed 30x28. This would be perfect for infants or just as a throw blanket for the toddler. Overall, the knitting looks good, the edges looks to be done well. I am not a knitter, but we have received a hand knitted blanket and it felt a bit thicker than this but this one is feels more densely knitted. Overall, I am satisfied. 0
997 I had a boppy with all my kids. So when the suprise 5th child was coming this was the first thing on my NEED list. I use it to nurse in bed and also when baby gets older for them to sit up in. A must have. Also keep in mind this comes with a cover. Some don't so this is a good buy. 0
998 I use these in our diaper pails for both cloth and disposables and they work great. They keep the odor down (of course nothing makes it go totally away and you still need to empty the pail regularly!) and the smell is nice and not overpowering. I only change them out every month or so (or longer when I forget). 0

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1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! 0
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. 0
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. 0
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. 0
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. 0
9 Will this replace a pro fret job? Nah...That said this works great for use a few times a year to clean the frets an make them shiny and smooth.End results[...] 0
11 I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend. 0
14 Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage. 0
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL. 0
20 Goes on very smoothly and doesn't cake or look dry. I like the marbled appearance, it allows it to blend much smoother. I first used this alone, just to see how well it covers and it did a great job, just looked a little too light, even on my fair skin. Then I tried it again but this time over the light foundation I wear and found that it worked well to cover uneven spots but with it the cakey-masklike look that a lot of people want to avoid. 0

From looking at the samples of the first cluster, we could see that it contains baby and beauty products with an inclination towards baby products. This cluster has the maximum number of samples.

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5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money. 1
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types. 1
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy! 1
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed. 1
12 - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached. So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it. (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in. a 2 year old & 4 year old both have the same problem. they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough. So I have to lift my heavy 4 year old & 2 year old in EVERY TIME. lift them in, lift them out, lift them in, lift them out. and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design. Bob folks - you gotta fix this. this design hasn't changed for years. Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray. I know you can do it :) 1
15 I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine. 1
17 VERY happy with this spray with my hair. The best test for me was HOW it held my hair-styling in place during an outdoor concert (breezy & warm) without being sticky and looking stiff or unnatural. Wow!\n\nDue to aging and some thyroid issues, I've been losing quite a bit of hair. What used to be full is currently thin in comparison. Thankfully, I have some natural curl/wave. Wanting my hair up (high pony tail) with softness around the bangs and face, I styled and sprayed. Very natural (yay!) and soft looking. I also spritzed the pony-tail curls. After sleeping with it (in same style), I was even more impressed that the curl remaining in my pony tail the next morning. When I took it down, my whole head of hair had more volume/hold and I could get away with no re-washing it (time crunch).\n\nI am "scent sensitive" and the Calista spray was not strong, allergy-inspiring, and any scent dissipated quickly. My sensitive-nosed husband with whom I sat next to (in the car & the concert), never said, "what's that smell?"... which is the TRUE test!\n\nI am very happy with this spray and look forward to testing it with other styling. A little goes a long way, so I'm encouraged the price will equal its value. Fun! 1
19 My baby first started using this activity center at around 5-6 months old. He's in the 90th percentile for height, but his legs still dangled from the lowest setting. He's a pretty passive baby and basically sat there for the first 2 months, randomly leaning on music buttons. Now that he's a bit older, he enjoys it much more, but not as much as the Fisher Price Laugh and Learn at daycare. If you have a very energetic and tall baby, you would probably do well with this bouncer. But there's honestly better activity centers out there. 1
23 My baby loved this rattle from day 1! He still plays with it & he's 9 months old now. He loves to chew on the ears & hands. This is a must have for any baby. Perfect for newborn with the black & white color contrast & the textures. Satin on back side. I would rub it against his cheek as a newborn & he loved the feel. It was the first toy he played with! This is one toy that will be kept forever! 1
25 This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle. quality wood constructtion and the rubber material used feels nice to the touch. I will buy more if I get another guitar. 1

From the above cluster we could see that this cluster also has both baby and beauty products but here with inclination towards beauty products.

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0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous 2
13 My child is scared of &#34;big potties&#34;. When we are on the road or out shopping, this is the lifesaver for &#34;I have to pee now daddy!&#34;. We love it. 2
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good. 2
38 The chicco car seats are great - easy to use, high safety ratings, and nice looking. My only complaint about this car seat is that my son sweats like crazy in it. We live at 7,000ft so not in a warm climate by any means - houses where we live don't even have AC. I could not imagine how much he'd sweat in a warm or humid climate. Even after short rides in a well ventilated cool car his head totally soaks the head rest and the back of his shirt is totally soaked through. Going to look at other options for our next baby as our son loves his car seat and going for rides until he is soaking in sweat. 2
85 It doesn't really keep the car seat cool, but it does keep it cooler than the rest of the car, which is noticeable when you are in very hot temperatures. We traveled through areas with 3 digit temperatures (Texas, New Mexico, Nevada, Southern California, etc). The most important part is that the metal parts of the buckles don't get hot enough to burn the baby, and this is what it did. For the price, great product. 2
96 You can't put a price on your child's safety, but $60 plus for the car seat base it a little ridiculous. 2
124 This works great to entertain my 3 month old who gets fussy if the car seat isn't moving! It helps to keep him happy while I'm trying to pack up the car and get him situated. It's great for those down times when the car isn't moving yet.The only thing I do wish it had was an option to have it stay on for a few minutes. He's too little to hit the button himself to play the noises and lights so I have to hit the button and I can't safely do that from the front seat while we are driving! 2
148 We got this seat in Pink Mist at Target. It's awesome. The handle and overall shape is great, very easy to carry and move around. The seat is much lighter than many of the others we looked at but still sturdy. The seat is not bulky at all and leaves enough room for our older 2 to be able to buckle their seat belts in the backseat! The seat comes with an insert over the back to pad around babies head as well as a guard over the feet. Both of these are removable as baby grows. With our other kids we had to go out and get special inserts to go around the baby's head to keep them snug in their seats. No need here! This seat is designed for the safety of newborns. But again, you can remove the extra pieces for more space later when baby has more head control. The latches are a little pesky - you have to line up the two sides together before latching them into the center piece. But after a few tries you get the hang of it. It's very easy to adjust the straps with the slack and a release button located at the front of the seat. Love the base. Seat snaps in and out very easily and it's easy to belt into the car.Overall we're happy with the safety ratings, the design, especially the weight and ease of use, and we would recommend this seat! 2
154 I have been using this stroller for about a year for walks around the neighborhood, trips to the zoo, and parks. It is great on paved surfaces and packed sand/dirt park trails. My kid seems pretty happy in it.Pros:light (14lbs)compact (fits easily into my compact car trunk)roomy basket (my giant diaper bag fits in there)peekaboo window in canopyeasy to recline when kid is sleepingcomfort padding on shoulder strapsCons:the double rear wheels are close-set so I step on them sometimesdifficult to close upno cup holder (for the pilot!) 2
181 First, we love this stroller... Second, we love this travel system... Third, I figured out how to make the travel system even better for the early months when the baby isn't big enough to use the actual stroller alone and when mom is still recovering from child birth and every extra pound makes a difference when lifting.Here's what I did, I took the seat completely off the stroller and used the frame as a snap and go for the carseat. The seat is connected with velcro and a few snaps. The hardest part was taking the quick release handle off because it uses a keyring type of connection, but with a little work it comes off just fine. The entire process of taking the seat off took 10mins or less. Putting the seat back on took about the same time or just a little longer since I made sure I put it on correctly.This was awesome for many reasons:1. The carseat still snapped into the frame with no problems, because the clips are connected directly to the frame2. The stroller is lighter (at least a pound or two)! This made a huge difference for me being able to lift it in and out of the car3. The basket underneath is so much more useful. You can throw a huge bag in there because the seat is no longer in the way. We were also able to put folding chairs over the basket for a day in the park and the stroller held up great4. Takes up less space in the trunk because the middle of the folded stroller is now a space you can put other things (instead of putting things on top of the seat that was there)We have since put the seat back on the stroller because the baby is now able to use the stroller without the carseat, but consider this option for the early months. It saves you the money of buying a snap and go if you were considering that. Also, this way is much sturdier than a snap and go, because you still get all the great features of the B-Agile including its quick fold.Happy Strolling!!! 2

This cluster has the least number of samples and contains baby and beauty product reviews. With more number of samples, probably the algorithm would be able to cluster better.

In [31]:
r=review.review.to_frame()
for i in range(3,10):
    #def clusters(k_value):
        print("K value :",i)
        
        kmeans_model = Kmeans(i, seed = 42, max_iter = 200)
        fitted = kmeans_model.fit_kmeans(X)
        #Th predicted function returns the cluster labels

        predicted = kmeans_model.predict(X)
        r['cluster_labels'] = predicted
        g = r.groupby('cluster_labels')
        for j in range(0,i):
            print(g.get_group(j).head(2))
            
        print("-------------------------------------------------")
K value : 3
The norm of the centroids is: 22.91
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                          review  \
1  I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
2  I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                      

   cluster_labels  
1  0               
2  0               
                                                                                                                                                                                                                                                                                                                                                                                       review  \
5  This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                              

   cluster_labels  
5  1               
6  1               
                                                                                                                                                             review  \
0   I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous         
13  My child is scared of &#34;big potties&#34;. When we are on the road or out shopping, this is the lifesaver for &#34;I have to pee now daddy!&#34;. We love it.   

    cluster_labels  
0   2               
13  2               
-------------------------------------------------
K value : 4
The norm of the centroids is: 23.28
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       review  \
2   I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
15  I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf.  Overall  it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.   

    cluster_labels  
2   0               
15  0               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
8   I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   
10  Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   

    cluster_labels  
8   1               
10  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                                                                                                                                                                          review  \
0  I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                                                                                                                                                                                       
1  I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   

   cluster_labels  
0  3               
1  3               
-------------------------------------------------
K value : 5
The norm of the centroids is: 23.64
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       review  \
2   I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
15  I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf.  Overall  it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.   

    cluster_labels  
2   0               
15  0               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
8   I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   
10  Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   

    cluster_labels  
8   1               
10  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                                                                                                                                                                                                                          review  \
0  I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                                                                                                                                                                                                                                       
3  I love a good lip gloss and this is absolutely perfect.  The applicator has a small indentation which makes application easy.  This has a very light fruity scent.  This gloss glides on blissfully it is not sticky or too shiny.  I have medium skin tone and this color is perfect and I personally think will compliment any skin tone.  This is one of the best lip glosses I have used.   

   cluster_labels  
0  3               
3  3               
                                                                                                                                                                                                                                                                                                                                           review  \
1   I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
16  WE LOVE THE PRINT.  THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.                                                                                                                                                                                                                         

    cluster_labels  
1   4               
16  4               
-------------------------------------------------
K value : 6
The norm of the centroids is: 24.41
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       review  \
2   I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
15  I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf.  Overall  it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.   

    cluster_labels  
2   0               
15  0               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              review  \
5  This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
8  I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   

   cluster_labels  
5  1               
8  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                review  \
0   I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                            
18  It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.   

    cluster_labels  
0   3               
18  3               
                                                                                                                                                                                                                                                                                                                                           review  \
1   I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
16  WE LOVE THE PRINT.  THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.                                                                                                                                                                                                                         

    cluster_labels  
1   4               
16  4               
                                                                                                                                                                                                                                                                                                                                                                                          review  \
3  I love a good lip gloss and this is absolutely perfect.  The applicator has a small indentation which makes application easy.  This has a very light fruity scent.  This gloss glides on blissfully it is not sticky or too shiny.  I have medium skin tone and this color is perfect and I personally think will compliment any skin tone.  This is one of the best lip glosses I have used.   
7  These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.                                                                                                                                                                                                     

   cluster_labels  
3  5               
7  5               
-------------------------------------------------
K value : 7
The norm of the centroids is: 24.94
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              review  \
2  I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          
8  I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   

   cluster_labels  
2  0               
8  0               
                                                                                                                                                                                                                                                                                                                                                                                       review  \
5  This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.   
7  These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.                                                                                                                                                                                                  

   cluster_labels  
5  1               
7  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                review  \
0   I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                            
18  It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.   

    cluster_labels  
0   3               
18  3               
                                                                                                                                                                                                                                                                                                                                           review  \
1   I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
16  WE LOVE THE PRINT.  THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.                                                                                                                                                                                                                         

    cluster_labels  
1   4               
16  4               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
3   I love a good lip gloss and this is absolutely perfect.  The applicator has a small indentation which makes application easy.  This has a very light fruity scent.  This gloss glides on blissfully it is not sticky or too shiny.  I have medium skin tone and this color is perfect and I personally think will compliment any skin tone.  This is one of the best lip glosses I have used.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
17  VERY happy with this spray with my hair.  The best test for me was HOW it held my hair-styling in place during an outdoor concert (breezy & warm) without being sticky and looking stiff or unnatural.  Wow!\n\nDue to aging and some thyroid issues, I've been losing quite a bit of hair.  What used to be full is currently thin in comparison.  Thankfully, I have some natural curl/wave.  Wanting my hair up (high pony tail) with softness around the bangs and face, I styled and sprayed.  Very natural (yay!) and soft looking.  I also spritzed the pony-tail curls.  After sleeping with it (in same style), I was even more impressed that the curl remaining in my pony tail the next morning.  When I took it down, my whole head of hair had more volume/hold and I could get away with no re-washing it (time crunch).\n\nI am "scent sensitive" and the Calista spray was not strong, allergy-inspiring, and any scent dissipated quickly.  My sensitive-nosed husband with whom I sat next to (in the car & the concert), never said, "what's that smell?"... which is the TRUE test!\n\nI am very happy with this spray and look forward to testing it with other styling.  A little goes a long way, so I'm encouraged the price will equal its value.  Fun!   

    cluster_labels  
3   5               
17  5               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   review  \
10  Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       
12  - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached.  So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it.  (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in.  a 2 year old & 4 year old both have the same problem.  they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough.  So I have to lift my heavy 4 year old &  2 year old in EVERY TIME.  lift them in, lift them out, lift them in, lift them out.  and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design.  Bob folks - you gotta fix this.  this design hasn't changed for years.  Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray.  I know you can do it :)   

    cluster_labels  
10  6               
12  6               
-------------------------------------------------
K value : 8
The norm of the centroids is: 27.0
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                        review  \
2   I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.   
13  My child is scared of &#34;big potties&#34;. When we are on the road or out shopping, this is the lifesaver for &#34;I have to pee now daddy!&#34;. We love it.                                                                              

    cluster_labels  
2   0               
13  0               
                                                                                                                                                                                                                                                                                                                                                                                        review  \
5   This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.   
25  This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle.  quality wood constructtion and the rubber material used feels nice to the touch.  I will buy more if I get another guitar.                                                                                                                                                

    cluster_labels  
5   1               
25  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                review  \
0   I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                            
18  It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.   

    cluster_labels  
0   3               
18  3               
                                                                                                                                                                                                                                                                                                                                           review  \
1   I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
11  I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend.                       

    cluster_labels  
1   4               
11  4               
                                                                                                                                                                                                                                                                                                                                                                                          review  \
3  I love a good lip gloss and this is absolutely perfect.  The applicator has a small indentation which makes application easy.  This has a very light fruity scent.  This gloss glides on blissfully it is not sticky or too shiny.  I have medium skin tone and this color is perfect and I personally think will compliment any skin tone.  This is one of the best lip glosses I have used.   
7  These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.                                                                                                                                                                                                     

   cluster_labels  
3  5               
7  5               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
8   I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   
10  Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   

    cluster_labels  
8   6               
10  6               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           review  \
14  Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
21  i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :)  initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on.  As the volume increases, I find that I just had to add more water than usual to heat the milk up.  Nowadays i just use the entire water container to heat up 4 oz of milk.  my nanny uses it to heat up water too.  i haven't had any bottles that melt in it yet.  there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle.  if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown.  i wipe it down from time to time, but i haven't had the time to completely get rid of it.  in all, for the price that i paid, i think it's worked pretty well.   

    cluster_labels  
14  7               
21  7               
-------------------------------------------------
K value : 9
The norm of the centroids is: 27.31
Running Model Iteration 0 
Running Model Iteration 100 
Model finished running
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       review  \
2   I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  
15  I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf.  Overall  it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.   

    cluster_labels  
2   0               
15  0               
                                                                                                                                                                                                                                                                                                                                                                                        review  \
5   This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.   
25  This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle.  quality wood constructtion and the rubber material used feels nice to the touch.  I will buy more if I get another guitar.                                                                                                                                                

    cluster_labels  
5   1               
25  1               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                 review  \
4  Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.   
6  So pleased with this.  My mother purchased a different kind for her house, and the quality just didn't compare.1  The single piece of molded foam makes for super easy cleaning.2  The pee guard is great to keep messes from happening.3  The design is genius.  My son clearly feels more supported and comfortable on this than other types.                                                                                                                        

   cluster_labels  
4  2               
6  2               
                                                                                                                                                                                review  \
0   I love this seat, it's so easy to use and most importantly clean.  You can also remove the tray,and keep the baby buckled in while you tidy up.  Fabulous                            
18  It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.   

    cluster_labels  
0   3               
18  3               
                                                                                                                                                                                                                                                                                                                                           review  \
1   I love this mascara.\n\nIt's super easy to apply and doesn't clump.  My lashes look both thicker and darker.  I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day.  Once in the morning and that's it.\n\nVery pleased with this!   
16  WE LOVE THE PRINT.  THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.                                                                                                                                                                                                                         

    cluster_labels  
1   4               
16  4               
                                                                                                                                                                                                                                                                                                                                                                                          review  \
3  I love a good lip gloss and this is absolutely perfect.  The applicator has a small indentation which makes application easy.  This has a very light fruity scent.  This gloss glides on blissfully it is not sticky or too shiny.  I have medium skin tone and this color is perfect and I personally think will compliment any skin tone.  This is one of the best lip glosses I have used.   
7  These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.                                                                                                                                                                                                     

   cluster_labels  
3  5               
7  5               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
8   I bought this for my little girl when she was 12 months old.  I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them.  However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT!  I didn't even ever put any batteries in it.  She would play with it for hours and loved all the toys.  It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right.  Plus, who wants food near the exersaucer?  Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy??  I don't think it was any reason to dock it a star, though.This is a great toy!   
10  Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   

    cluster_labels  
8   6               
10  6               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           review  \
14  Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
21  i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :)  initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on.  As the volume increases, I find that I just had to add more water than usual to heat the milk up.  Nowadays i just use the entire water container to heat up 4 oz of milk.  my nanny uses it to heat up water too.  i haven't had any bottles that melt in it yet.  there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle.  if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown.  i wipe it down from time to time, but i haven't had the time to completely get rid of it.  in all, for the price that i paid, i think it's worked pretty well.   

    cluster_labels  
14  7               
21  7               
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               review  \
29  Dont buy or waste your money really bad. It gets a star because >The hippo is cute but it's piece of garbage. Sending back hope I can.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              
32  Every time I ordered one of these Babyletto items, (we bought a set) they arrived damaged. The company would not take it back and send me a new one, instead, they offered to send me all the damged parts for both the crib and changing station. The company had me send pictures to send me replacement parts, I feel that it was a waste of precious time to deal with it. We assembeled and disassembeled a couple of times and then we just gave up and stored the parts in storage.  The quality is so that you cannot mess with it too much.I like the Design, but it's hard to find bumpers that fit this crib properly. The drawer on the bottom is great and this crib is perfect for small spaces. I wish it was made with a bit of a better quality.   

    cluster_labels  
29  8               
32  8               
-------------------------------------------------

Take more samples and try for different clusters

In [34]:
np.random.seed(42)
review_1 = pd.DataFrame(data['review'].sample(50000)).reset_index() # sampling 1000 reviews for the initial analysis
review_1.drop("index", axis = 1, inplace = True) # dropping the index column
In [35]:
clean_reviews = []

for i in range(review_1.review.size):
    clean_reviews.append(quote_to_words(review_1.review[i]))
    
review_series = pd.Series(clean_reviews)

#Creating work data
work_data = pd.DataFrame(review_series)

#Combining the fresh and quotes columns
work_data.rename(columns = {0 : 'review'}, inplace = True)

XXX = vectorizer.fit_transform(work_data['review']).toarray()
XXX.shape
Out[35]:
(50000, 38084)
In [38]:
vec = TfidfVectorizer(stop_words='english')
XXX = vec.fit_transform(work_data.review).toarray()
bow_vec = pd.DataFrame(XXX, columns = vec.get_feature_names())
bow_vec.head()
Out[38]:
aa aaa aaaa aaaand aaaggees aaand aaas aacute aah aain aal aand aap aarp aas aawesome ab ababy ababybj aback abalone abandon abandoned abandons abated abba abbe abbey abbility abboud abbreviated abc abcand abcd abcs abd abdomen abdominal abehringer abercrombie abide abiding abilities ability abit ablandar able ablenot ableto ableton ablility ablity abnormal abnormally abnoxiously aboard aborbs aboslute abosrbencypros abotu abound abouot abour abouts aboutstatus aboutt abovevista abrading abrams abrasion abrasions abrasive abrasiveness abritax abroad abrupt abruptly abs absence absent absinthe absloutely abslutely absobs absolue absolut absolute absolutely absolutetly absolutley absolutly absorant absoration absorb absorbance absorbancy absorbant absorbe absorbed absorbency absorbent absorbentcons absorber absorbers absorbic absorbing absorbs absorbtion absorent absorpsent absorption absorsed absorve absoultely absoulutly abstract abstractly absurd absurdity abt abundance abundant abuse abused abuses abusing abusive abut abuzz abys abysmal abysmally abysmmal abyss ac acabamento academy acadia acadiachevrolet acai acarters accelerate accelerated accelerates accent accents accentuate accentuated accentuates accentuating accept acceptable acceptably acceptance accepted accepteting accepting accepts acces accesable accesibilityfaux accesible accesorie accesories accesory access accessary accesscons accessed accessibility accessible accessing accessorie accessories accessorizer accessorizes accessorizing accessory accessorythere accesswhen acciddently accident accidental accidentally accidentially accidently accidents acclaimed acclimate acclimated acclimating accomadate accomate accomedate accomidate accommodate accommodated accommodates accommodating accomodae accomodate accomodated accomodates accomodating accompanied accompanies accompaniment accompanists accompany accompanying accomplish accomplished accomplishes accomplishing accomplishment accomplishpage accord accordance accordian according accordingly accordion accords accosted account accounted accounting accounts accoustic accouterments accoutrements accross accumulate accumulated accumulates accumulating accumulation accuracies accuracy accurate accuratecheapeasy accuratecons accurately accuse accustic accustom accustomed accutane accwifi ace acent acessed acetate acetone acetyl ache ached acheive aches achey achicco achieve achieved achievement achieves achieving achilles aching achingly achy acid acide acidents acidic acids ack acknowledge acknowledges acknowledging ackward ackwardly acloud acne acnegenic acneic acnes acorde acordian acorn acosco acouple acoust acoustic acoustical acoustically acoustics acoutic acqua acquaintance acquainted acquire acquired acquires acquiring acquisition acre acreage acres acrid acrobatics acrossthe acrylate acrylates acrylic acrylics acrylonitrile acryloyldimethyl acryloyldimethyltaurate act actally acted acting action actions activate activated activates activating activation activator active actively actives activing activites activities activity activly acto actor acts actsullumworkig actual actuality actuall actually actuallyfor actuallystill actualy actualyl actuated actully actvity acura acurate acure acutally acx ad adaline adamant adams adapt adaptability adaptable adaptale adaptation adaptations adapted adapter adapterbench adapters adaptersat adapteryou adapting adaption adaptive adaptor adaptors adaptrer adapts adaquetly adario adavinci adays add addaptible addario addarios addaro added addedbreast addedjj addendum addicents addict addicted addicting addiction addictive addicts adding addion addition additional additionallhy additionally additionfunction additions additive additives additon additonal additons addon address addressed addresses addressing adds adem aden adept adequado adequate adequately adhere adhered adherence adherent adheres adhering adhesion adhesive adhesived adhesives adidas adiono adiri adisservice adjacent adjective adjectives adjoining adjunct adjust adjustability adjustable adjustableflexible adjustablei adjustableness adjustableonly adjusted adjustements adjuster adjusters adjustibility adjustible adjusting adjustment adjustments adjustmentsyou adjustmentwith adjustor adjustors adjustoverall adjusts adjutment adjutt adler administer administered administration administrator admirable admirably admiration admire admired admires admiring admission admist admit admits admittance admitted admittedly admitting adn adobable adobe adopofilling adopt adopted adopting adora adorable adorableness adorablt adorably adorbs adore adoreable adored adores adorn adorned adpaters adquiri adquirido adream adrian ads adsorbs adsystem adt adujsted adujustable adult adulthood adults adustable advance advanced advances advancing advantage advantageous advantages advent adventage adventure adventureand adventures adventurous adverse adversely advertise advertised advertisement advertises advertising advertisted advertized advertizes advice advil advisable advise advised advises advising advocate advocates ae aer aerated aerating aereola aergobaby aerobeds aerobics aerola aerolite aerosol aestetically aesthetic aesthetically aesthetician aestheticians aesthetics aether aevenflo af afar affair affairs affect affected affecting affection affectionately affective affects afficionado affiliated affiliates affiliation affinity affirmed affix affixed affixes afflicted afford affordability affordable affordably afforded affording affords afg afghanistan afghans aficionados afisher afix afordable afore aforementioned afraid afriad africa african afront aft afterall aftereffect aftereffects afterglow aftermarket aftermath afternoon afternoons afternote aftershave aftershaves aftertaste afterthought afterward afterword afterwords afthom aftwards agadir againand againit agains againthe againts agaist agaqin agar agator agave age aged ageing ageless agent agents ages 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comfotable comfrey comftirble comftorable comfy comfynose comfyrearfacing comical comida comif coming comings comlaint command commanded commands commebt commemorate commences commends commensurate comment commentary commentators commented commenter commenters commenting comments commerce commercial commercially commercials commericals comminsary commissary commission commit commited commitment committed committing commode commodity common commonly commonphilips commplement communicate communicating communication communications communicationscons communicative communicator community commute commuter commuting como comoare comodogenic comoforable comofortable comotomo comp compac compack compact compactable compacted compacti compacting compactly compactlycons compactmultiple compactness compactor compacts compaints compair companies companion companions company companyamerican comparable comparables comparably comparative comparatively compare compareable compared comparedwith compares comparing comparision comparison comparisons comparment comparrison compars comparsion compartiment compartiments compartir compartment compartmentcomes compartments compartmetn compass compated compatiable compatibility compatible compatitible compel compelled compelling compeltely compensate compensated compensating compensation compered compete competed competent competes competetions competetive competing competion competition competitive competitively competitor competitors compfortably compfrt comphy compites complacent complain complained complaining complains complaint complaints complant compleately compleatly complected complection complement complementary complemented complements completa complete completed completely completelybut completes completing completion completley completly completo complex complexes complexion complexions complexities complexity complexthus compliance compliant compliants complicate complicated complicatied complication complications compliment complimentary complimented complimenting compliments complimentsfolds comply component components compose composed composer composite composition compositions compost compostable composting compound compounded compounding compounds compra comprable comprehend comprehending comprehensive compress compressed compresses compressible compressing compression compressions compressor compressors comprise comprised comprises compromise compromised compromises compromising compulsion compulsive compulsively computer computers conair conall conatiner conaused concave conceal concealed concealer concealers concealing concealor conceals concede concedes conceivable conceivably conceive conceived concelaers concenetrated concentrate concentrated concentrates concentrating concentration concentrations concentric concept conception concepts conceptually concered concern concerned concerning concerns concert concerto concerts concidering concious concise conclude concluded concludeprosa concluding conclusion conclusions conclusive conclusively concoct concocted concoction concoctions concrete concur concurrent concurrently concussing condemn condensation condense condensed condenser condensers condenses condensing condensor condescending condescension condiments condioner condition conditioned conditioner conditioners conditioning conditions conditoner condo condominium condones condtions conducive conduct conducted conducting conductive conductor conductors conducts condusive cone conect conector cones conference conferences confess confessed confession confetti confidant confided confidence confident confidently config configuation configurable configuration configurations configurationsnegative configure configured configures confine confined confinement confinements confines confining confirm confirmation confirmed confirming confirms conflict conflicted conflicting conform conforme conformed conforming conforms conformsto confort confortable confortableno confound confounds confrontations confronted confuse confused confuses confusing confusion confusionhaving confussion confy conga congealed congested congestion congrats congratulates congratulations congress conical conjunction conjures conk conked conks connect connectdepending connected connecter connecters connecticut connecting connection connections connective connectivity connector connectors connectorshigher connects connie conniption connoisseur connotations conomical conondrum conquer conquered conquers cons consare consbefore conscience conscientious conscious consciously conscleaning conscup consdier consecutive consencious consensus consent consequence consequences consequently conservation conservative conservatively conservatives conserve conserving consfolding consi considdering consider considerable considerably considerate consideration considerations considered consideredbritax considering considers consif consign consignment consis consist consistancey consistancy consistant consistantly consisted consistencies consistency consistent consistently consisting consists consit consitancy conslaundry consnone consolation consoldiate console consoles consolidate consolidating consoling conspicuous conspicuously conspicuousness conspired conspros constancy constanlty constanly constant constantally constantly constantlyas constellation constellations consthe consthis constintly constipation constitute constitutes constitutions constrain constrained constraining constraint constraints constrict constricted constricting constriction constrictive constricts construct constructed construction constructioncons constructionvery constructive constructtion construed constuction consulant consult consultant consultants consultations consulted consulting consume consumed consumer consumerism consumers consumes consuming consumption consvery conswe cont contact contacted contacting contacts contain containable contained container containercons containers containing containment contains contaminants contaminate contaminated contaminates contaminating contamination contego contemplated contemplating contempo contemporary contend contender contending content contented contentedly contently contentment contents contest contests context contextually conthe contianer contigo contine continence continent continental continous continously continual continually continuaran continuare continue continued continueing continues continuesly continuing continuity continuoulsy continuous continuously continuum contor contort contorted contorting contortion contortionist contortions contorts contour contoured contoures contouring contours contract contracted contracting contractions contractor contracts contradictory contrained contraption contraptionon contraptions contrarely contrary contrast contrasted contrasting contrasts contrasty contribute contributed contributes contributing contribution contributor contributors contrive control controled controllable controlled controller controllers controlling controlls controls controlsturdy controversial controversy contruction contstruction conundrum conveinence conveinent convenent convenience conveniences convenient convenienti conveniently convenientsmart convent conventient conventinely convention conventional conventionally conventions convered converging converitiable conversastion conversating conversation conversational conversations converse conversely conversion conversions converston convert convertable converted converter converters convertiable convertibility convertible convertibles converting convertors converts convex convey conveyed convienance convienant convience convienence convienent convienient convient convince convinced convinces convincing convincingit convinent convinient convoluted coo coocoon cooed cooes cooing cook cooked cooker cookie cookies cooking cookout cookouts cooks cookware cool coola cooldown cooldowni cooled cooler coolergo coolers coolest cooling coolmy coolness cools coolsoft coolster coolsters coooold cooped cooper cooperates cooperating cooperative coordinate coordinated coordinates coordinating coordination coordinationshapescountingalso coordinator coos cooshee cooshie cooshy cooties coozie cop cope copernicia copied copier copies copious copletely copolymer copper copperluxe coppery copponent cops copse copy copycat copying copyright coqui cor coral coralbased coraly cord corded cordinated cording cordless cordoba cords cordura corduroy core corectly corelle cores corey corian coriander cork corn corneocyte corneosome corneosomes corner cornered corners cornflower cornmeal cornstarch corny corolla corona corporate corporation corral corralled corrctly correct corrected correcting correction corrections corrective correctly correctlythey corrector correctors corrects correlate correlations correspond correspondence corresponding corresponds corridor corridors corrode corroded corroding corrola corrolla corrosion corrosive 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ddrops dds dea deactivate dead deadbolt deaden deadened deadening deadly deads deadsea deadset deaf deafening deafeningly deal dealbreaker dealer dealers dealing deals dealsthink dealt dealz dean deaper dear dearest dearly death deaths debatable debate debateable debated debating debbie debilitating debris debt debussy debut dec deca decade decadence decades decal decals decapitation decathalon decathlon decathlonbefore decatholon decay decayed decaying decays decca deceased deceive deceives deceiving december decent decentclassic decently deceptive deceptively decibel decibels decide decided decidedly decides deciding decieving decimal decipher deciphered decision decisions deck decked decker decks declare declared declaring decline declined declines declining declutter decluttering deco decobut decolete decolette decolletage decollete decompose decomposing decongest deconstruct decor decora decorate decorated decorating decoration decorations decorative decorativeness decorator 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deflecting deflection deflector deflects deform deformation deformed deformities defraudar defrizzes defrost defrosted defrosting deft deftly defy defying deg degenerating degradable degradation degrade degraded degrading degree degrees degress dehp dehydrate dehydrated dehydrating dehydration dehydroacetate deigned deimos dej dejected dekor dekorplus del delaminated delaminating delamination delay delayed delays delaywell delegated delete deleted deli deliberate deliberately deliberation delicacy delicate delicately delicates delicious deliciously delievered delight delighted delightful delightfully delights deliming delineates delirious delish deliver deliverd delivered delivering delivers delivery delrin delt delta deltoid delusional delux deluxe deluxeas deluxegraco deluxein delved demablend demand demanded demanding demands demarcation demas demeanor demension demensions demented dementia demerit deminsions demise demo demographic demolished demolition demon demonic demonstrate 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disappointd disappointed disappointedly disappointing disappointingly disappointly disappointment disappointments disappoints disapproval disassembeled disassemble disassembled disassembles disassembling disassembly disaster disasterous disasters disastified disastrous disbaility disbelief disc discard discarded discarding discards discern discernable discerned discernible discerning discharge discharged discharges discharging discipline disciplined disclaimer disclaimers disclose disclosed discloses disclosure disco discolered discolor discoloration discolorations discolored discoloring discoloringi discolors discomfort discomforts discomort disconcerting disconnect disconnected disconnecting disconnects discontent discontinue discontinued discontinues discontinuing discontunued discount discounted discounting discounts discourage discouraged discourages discouraging discover discoverd discovered discoveries discovering discovers discovery discredit discreet discreetly discrepancy discrete discretely discretion discribed discriminate discriminating discrimination discription discs discsi discuss discussed discusses discussing discussion discussions discwasher disdain dise disease diseases disembarked disenchanted disengage disengaged disengaging disfigured disfunctional disgruntled disguise disguised disguising disgust disgusted disgusting dish disheartened dishes disheveled dishsoap dishtowel dishware dishwaser dishwash dishwashed dishwasher dishwasherb dishwashercons dishwashered dishwashers dishwashing dishwashings dishwater disign disillusionment disinfect disinfectant disinfected disinfecting disinfection disingenuous disintegrate disintegrated disintegrates disintegrating disintegration disinterest disinterested disjointed disk disks disksand dislike disliked dislikes disliking dislocate dislocation dislodge dislodged dislodges dislodging disloging dismantle dismantled dismantles dismantling dismay dismayed dismissed dismissive disney disneyland disodium 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ewg eww ewww ewwww ex exacerbate exacerbated exacerbating exaclty exact exactally exactemp exacting exactly exactness exaggerate exaggerated exaggerating exaggeration exam examination examine examined examines examining example examples exaxtly exc excatamente exceed exceeded exceeding exceedingly exceeds excel excelent excelente excellant excelled excellence excellent excellentchicco excellenti excellently excellentproducts excels excema excepted exception exceptional exceptionally exceptions excerpt excerpts excersaucer excersise excesive excess excessive excessively exchange exchangeable exchanged exchanges exchanging excised excitable excite excited excitedly excitement exciter exciting excitment excitted exclaimed exclaiming exclamim excllent exclude excluding exclusice exclusive exclusively exclusives exclusivley excpected excpet excrement excrements excretions excruciating excruciatingly excursion excursions excursively excuse excused excuses exczema execptional executed executing execution executive executives exellent exema exemplarybaby exer exercise exercised exercises exercising exercizing exergen exersaucer exersaucerevenflo exersaucers exersauser exersausers exert exerted exerting exertion exerts exesaucer exfoderm exfoliant exfoliants exfoliate exfoliated exfoliater exfoliates exfoliating exfoliation exfoliator exfoliators exh exhausted exhausting exhaustion exhaustive exhibits exhorbitantly exiled exisited exist existant existed existence existent existential existing exists exit exited exiting exits exl exlinea exlore exluded exnayed exorbitant exorbitantly exotic exp expand expandability expandable expanded expander expanding expands expanse expansion expansive expecially expect expectancy expectant expectation expectations expected expecteddrinks expectedgot expectedthe expecting expective expects expedit expedite expedited expediting expedition expeditions expeditiously expel expelling expen expend expenditure expenditures expense expenses expensie expensive expensivecan expensivecombi expensivei expensively expensiveon expensiveswaddle expensivethe expensiveupdate expereinced experience experienced experiencefor experiences experiencing experiment experimental experimentation experimented experimenting experiments expert expertly experts expexted expierience expiration expire expired expires expiriance expiring explain explained explaining explains explanation explanations explanatory explanitory expletives explicatives explicit explicitly explode exploded explodes exploding exploits explora exploration explore explored explorer explores exploring explosion explosions explosive expnsive expo exponentially export expose exposed exposes exposing exposure exposures exppected express expressed expresses expressing expressings expression expressions expressive expressly expresso exps expunge exquisite exsaucer exspensive ext extemely extememly extend extendable extended extender extenders extending extendo extends extension 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farrah farted farther farthest farting farts farty farzad fascinate fascinated fascinates fascinating fascination fash fashion fashionable fashionably fashioned fashions fasincated fast fastaction fasted fasten fastend fastened fastenedsun fastener fasteners fastening fastens faster fastest fastex fastfinder fastthis fat fatal fatalities fate fated fater father fatherit fathers fathom fatigue fatigued fatihfully fats fatso fatten fatter fattest fatty faucet faucets fault faults faulty faux fav fave faves faviorte favirte favor favorable favorably favored favoriate favoring favorite favorites favoritism favors favotite favour favourite favourites favs fawcett fax faze fazed fazer fb fbq fbs fbv fbz fcb fd fda fdas fe fear feared fearful fears fearsome feasible feat feather featherbed feathered feathering feathers feathery feature featureand featurecons featured featurehas features featuresa featuresgiraffe featureshave featurespan featuresseems featuresthe featuresthere featuring feaure 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manipulates manipulating manipulation manis manito manlier manly mann manner manners mannish mannose mano manoeuvre manoevre manover mans manscaping mansions mantiene mantita mantuvo manual manually manualor manuals manuel manuer manuever manueverable manuevering manuevers manuf manufacter manufacterer manufacters manufacture manufactured manufacturer manufacturered manufacturers manufactures manufacturing manure manuver manuverability manuverable mao maowo map maple maps mar maraca maracuja maran maraschino marathon marathons marble marbled marbles marc marca march marchall marched marches marcus mardi margarita margin marginal marginally margins maria marie marigold marilyn marina marinais marinara marine marini mario maris mariska maritimum mark marked markedly marken marker markerand markers market marketed marketer marketers marketfits marketing marketplace markets marking markings markingsweighted markley marks markup markups maroon marquisette marr marriage married marring marry marsala marshall marshalls marshals marshmallow marshmallows mart martex martha martial martin martinis martins marvel marvelous marvelously marvels marvis mary maryland mas mascara mascaras masculine masculinity maserati mash mashable mashblueberries mashed masher mashes mashing mask masked maskey masking masklike masks masky mason masonite masonpearson masque masquerade masquerades masques mass massachusetts massada massage massaged massager massagers massages massaging masses massive massively mastched master mastered mastering masterminding masters mastery mastitis mastreo mat matall match matchbox matche matched matches matching matcons mate mater materia material materialcon materiallove materialnice materials materialscan materialscons materiel maternal maternity materrial math mathematically matin matinfant matinside matress matresses matrix matrixyl matronly matrres mats matspecs matt matte matted mattel matter mattered matteress mattering matters mattes mattified mattifier mattifies mattifying matting mattrerss mattres mattress mattressand mattressandamerican mattressb mattressbut mattresses mattressfor mattressjust mattressto matts mature matures maturity matwimmer maui maul mauling mauritia mauve mauves mauvey maw mawali mawing max maxed maxell maxes maxi maxima maximally maximize maximized maximizes maximizing maximum maxing maxinistas maxon maxx maxy maya mayapple mayb maybe maybelline mayer mayfair maymom mayo mayonnaise mays mayyyybe maz mazda maze mazes mazi mazing mb mbf mbn mbnprice mbox mbp mbps mbrace mc mcapo mcavoy mccarthy mccarty mcclaren mccoy mcdonald mcdonalds mcguivering mcgyver mclaren mclarens mcquade mcqueen mcuh md mda mdb mde mdf mdo mdx meadow meadowfoam meadowland meager meal meals mealtime mealtimes mean meancons meandering meaning meaningful meaningless means meant meantime mearly meas measly measuer measurable measurably measure measurecleans measured measurement measurements measurer measures measuring measurments meat meatballs meathooks meats meaty meaures mechanic mechanical mechanically mechanics mechanism mechanisms mechanismsummer mechanized mecon meconium med medal medala medea medecine mededla medela medelas medella medellamy medellas medena mederma medi media median medica medical medically medicated medicating medication medications medicationtime medicinal medicine medicines medida medieval medila mediocre mediocrerelatively medioum medisala meditation mediterranean medium mediums medla medline meds meduim medulla mee meeno meer meet meeting meetings meeto meets meg mega megabytes megachair megas megasaucer megastores meh mei meideal meijer mel melamine melancholic melange melanine melanoma melanosporum melasma melded melhor melissa mellow mellowed mellower mellowest mellows melod melodies melody melon melons melt meltdown meltdowns melted melting melts melty member members membership memberships membrane membranes memeber memento mementos memo memorable memorie memories memorize memorized memorizes memorizing memory memosxewton men menace menagerie menaing menajis mend mended meniscus menopausal menopause mens menscience ment mental mentality mentally menthol mentholatum menthoxyprop menthoxypropanediol mention mentioned mentioneddavinci mentioning mentions menu menus meoverall meow mer mercedes merchandise merchandising merchant merchants mercier mercifully mercury mercy mere merely merest merger merging meringue merino merit merited merits merkur merkurs merlin mermaid mermaids merrier merriment merry mes mesa meses mesh meshbecause meshed meshes meshhas meshy mesmerize mesmerized mesmerizes mesmerizing mess message messages messaging messanger messed messenger messes messier messiest messin messiness messing messthat messy messycompared met meta metabisulfite metabolism metabolizes metal metalcore metale metalface metalheads metalic metallic metallica metallics metallurgist metalquality metals metalwithout metaphor meter metered meterings meterlo meters methacrylate method methodical methodology methods methol methoxycinnamate methyl methylchloroisothiazolinone methylisothiazolinone methylparaben methylpropional meticulous meticulously metier metoo metro metrocard metrolite metrollite metronome metronomes metropolis metros mex mexi mexican mexico mexoryl meyer meyers mezmerized mf mfg mfr mg mgood mgu mh mhmm mhtc mhz mi mia miami mic mica mice miced micellar micellars micelle miceller micelles micely michael miche michelle michigan micing mickarl mickey micky mico micoas micorfleece micorwave micro microamp microbeads microbes microbial microbialthat microcirculation microcristallina microcrystalline microcube microcurrent microdelivery microderm microdermabrasion microexfoliant microfiber microfibery microfleece microfoam microfoliant micromanaging micronized microphone microphoneand microphonecons microphoneis microphones microphonethat microphonic microscope microscopically microsoft microsteam microsuade microsuede microterry microwavable microwavableseriously microwave microwaveable microwaved microwaves microwaving mics micwith mid midbars midcentury midday middle middleman midevil midew midget midi midline midly midnight midnotes midrange midrangey midriff mids midsection midsize midsized midst midway midweight midwest midwife midwives miele miffed migh mighttite mighty mightytite mignon migraines migrate migrates migrating migration migratory miguel mih mik mike miked mikes miking mil mila milan mild milder mildew mildewed mildews mildewy mildly mildrew mile mileage miles milestone milestones milia mililiters miliseconds militants military milk milked milkhard milkie milkies milking milkmate milkmost milknothing milks milkshake milkshakeshold milky milled milliamps milliliter milliliters millimeter millimeters million millions millionth milliseconds mills milton mim mimi mimic mimicing mimick mimicked mimicking mimicks mimics mimijumi mimimal mimmijumi mimo min minaj mind mindblowing minded mindedly minder mindful mindless mindlessly mindrelatively minds mindy mined mineral mineralizing minerals mines mingle mingled minha mini miniature miniaturized minicleans minicrib minihere minimal minimalist minimalistic minimally minimise minimize minimized minimizer minimizes minimizing minimum minimums minion minis miniscule minitors minivan minivans mink minky minneapolis minnesota minnie minnies minor minority minoxidil minral mins mint mintas minteral mintes mintis mintue mintues mintures minty minuet minuets minus minuscule minuses minute minutes minutescons minutos mio mipa mipump miracle miracles miraculous miraculously miracurl miracurlpro mircofiber mircofleece mircowave mircrophone mircrowave mired miro miror mirro mirror mirrorandbrica mirrorbrica mirrorcons mirrored mirrors mirrorwimmer mirrow mis misalign misaligned misalignment misaligns misc miscarrying miscellaneous miscellanyeasy miscellar mischevious mischief mischievous misconception miserable miserably misery misfortune misgivings misguided mish mishandling mishap mishaped mishapen mishappen mishaps misinformation misinterpreted misjudged mislabeled mislead misleading misleadingly misled misma mismatch mismatched mismeasured mismolded misnomer misogyny misordered mispellings misplace misplaced misplacing misprint misread misrepresentation misrepresented misrepresenting miss missed misses missha misshapen missile missing mission missions missouri misspelled misspellings mist mistake mistaken mistakenly mistakes mistaking mistakingly misted mister misters misthumidifier misting mistook mistreat mistreated mists misture mistysee misunderstand misunderstanding misuse miswivel mit mitchel mitchell mitchels mitchum mite mites mitigate mitigated mitoq mitsubishi mitt mitten mittens mitts miunte mix mixed mixer mixeri mixers mixes mixing mixmatch mixture mixtures mixup mixure miyagi miyim mjne mkii mkpbw ml mlbpdq mlcleaning mlfor mls mlt mm mmanhattan mmg mmgxl mmm mmmm mmmmm mmmmmmd mmor mmwhich mn mnt mnth mnths mo moan moaning moans moat mob mobby mobi mobiel mobil mobile mobileclassical mobilefits mobileoriginally mobiles mobilewhich mobilewimmer mobility mobilize mobilty moble mobs moby mobywrap mocha mock mocos mod moda modals modder modding mode modeadjustable model modela modelaspirator modeled modeler modeling modellers modelling modelo modelos models modelscons modelswith modelthere modem modeqjackctl moderate moderated moderately moderation moderatly modern modes modest modestly modesty modicum modification modifications modified modifiers modifies modify modifying moding modles modo mods modual modular modulars modulate modulated modulation modulations module moe moen mofra mogami mohawk moi moises moist moisten moistened moistener moistening moister moisterizer moisture moisturer moistures moisturiser moisturization moisturize moisturized moisturizer moisturizers moisturizes moisturizing mojave mojito mojo moka molar molars mold moldable molded molding moldings molds moldy mole molecular molecule molecules moles moley mollies molten molton moly mom momaroo mombo moment momentarily momentary moments momentum momma mommas mommie mommies mommy mommyish mommyreview mommys momo moms momsi mon mona monat monday mone monet monetary money moneyroughly moneys monhs monht monhts monies moniker moniter moniters monitor monitorbased monitored monitoreverywhere monitorgraco monitoring monitorless monitorphilips monitorreception monitorred monitors monitorsafety monitorthe monitorwhich monitorwith monk monkee monkey monkeying monkeys mono monochromatic monochrome monocolor monogrammed monogramming monograms monopolar monoral monotone monotony monroe mons monsoon monster monsterits monsteroverall monsters monstrosities monstrosity monstrous monstrously mont montages montale montblanc monterey monterrey montessori montgomery month monther monthly months monthsand monthsbaby monthsbecause monthscons monthsfor monthsi monthsm monthsmy monthsother monthsours monthsthe monthsthis monthswhen monthy montior monty monumental moo mood moodd moods moodstruck moog moola moomy moon moonbeam moonie moonlight moons moonstone moonwalk moose moot moowhich mop mopand mophie mopped mopping mor moracan moraki moral morally morandi moray moreeven morello morenot moreso moresuggestions morethese moring moringa moriz morley mornignt morning mornings moro moroccan morocco moron morph morphine morphs morrocan morsel morsels mort mortal mortar mortgage mortified mortify mortimer mortimers morts morty mos mosaic moschata mose moses mosey mosfet mositure mositurizer mosquito mosquitoes mosquitos moss mossy mostlly mot motel moterola motes moth motha mothball mother motherease motherese mothergood motherhood mothering motherlove mothers motherwhile moths motif motifs motion motions motivate motivated motivates motivation motivational motivator motive motives motnhs motor motoral motorcycle motorcycles motorhead motorized motorizer motorola motorolla motoroloa motors motorspeed motrin motrya mots mottled motto motts motzart mould moulded moulding mouldings mound mounds mount mountable mountain mountaineer mountains mounted mounths mounting mountings mounts mountto mouse mousetraps mousse mousses moustache moustaches mouth mouthed mouthes mouthful mouthgaurd mouthguard mouthing mouthpiece mouths mouthwash mouty movable moveable moved movement movements mover movers moves movie movies movign movin moving mow mower mowing mows mozart mp mperfect mph mq mr mrifwutyegu mrs ms msa msjifyournasty msld msn msp msrp msrps msure mswith mt mth mths mts mu mucas muchg muchhhhhh muchif muchjust muchkin muchthis muchvweight muchwell muck mucking mucky mucous mucus mud muddied muddier muddiness muddy mudpack mudroom muds muertos muff muffin muffle muffled mufflers muffles muffling muffs mug muggy mugs muguet muito mula mulberry mulch mule muliple mulit mulitcolored mulitple mullards multi multiac multibuttons multicolored multiday multidimentional multifunction multifunctional multimedia multipack multipacks multipe multiple multiplehalo multiples multiplug multiply multiplying multiportion multipurpose multisyllabic multitask multitaskers multitasking multitrack multitude multiuse mum mumble mumi mummify mummifying mummy mums munch muncher munchers munches munchie munchies munchin munching munchkin munchkind munchkins munckin mundane munhkin muno muppet muppets murad mural murano murder murdering murders murmur murmuring murumuru mus muscle musclease muscled muscles muscular muse museum museums mush mushed mushes mushroom mushrooms mushy music musical musically musican musicbox musicfriends musician musicians musiciansfriend musics musictiny musing musk muskier muskiness musks musky muslim muslin muslins muslns muss mussy mustache mustaches mustachifier mustang mustard mustardy mustela mustelausa muster mustlena musts musty mutant mute muted mutes muti muting mutiple mutliple mutlipurpose mutsy mutter mutually muuuch muy muyy muzak mv mvg mwahahaha mwblk mxl mxr mybabyletto mybelmonte mybfriend myboppy mybrestfriend mybritax mybugaboo mychelle myconcern mydocument myfender myga mygraco myjj mykyser mykyserin mylecon mylevana mylicon myline mylogitech mymicrosoft mymother mymxl myon myopia myopinion myown myphilips mypumpin myriad myride myristic myrrh myrtle myrto myrtrimonium mysafety mysecond myselfsame mysimmons mysterious mysteriously mystery mystic mystical mystified mystique mystrollers mysummer myth mythical mythink mywashburnat mzx na nabe naci nada nadda nadia nady nagging nah nahs nail nailed nailing nailpolish nails nair naive naively naivete naivety naked nalgene nambia named nameless names namibia naming nan nana nanaweb naner nannied nannies nanny nano nanokontrol nanometers nanoseconds nanosphooses nanoweb nanowebs naomi nap nape napkin napkins napmat napped napper nappers nappi nappie nappies napping nappingcons nappy naps napshowever naptime naptimes narcissism narcissus narrator narrow narrowed narrower narrowest narrowing narrowits narrowly narrowness narrows nars narvaez nary nas nasa nasal nascar nasfrida naso nasolabial nasonex nasties nastiest nastiness nasty nastys natal nataure natchmo nation national nationally nationals nationaly nationwide native natori natuarally natura natural naturalandamerican naturalatch naturaldiamond naturaldurable naturalis naturally naturalmahalo naturalmy naturalness naturals naturalto naturalwave naturaly nature natured naturepedic natures naturesince naturewhen naturoli naturpedic natursutten naty naught naughty naughy nausea nauseated nauseating nauseatingly nauseous nauti nautica nautical nautilus nave navigate navigates navigating navigation navigator navitages navy naw nawould naws nay naysayer nb nbd nbsp nc ncer nch ncie nd neadline nealo near nearby neared nearer nearest nearing nearly nears neat neaten neater neatest neatethereal neath neati neatice neatly neato neautral nebulizer necassary neccesity neccessary neccessity necesary necesesary necesidad necesita necesite necessarily necessary necessitate necessitated necessitating necessities necessity neck neckalace neckbeard necked necklace necklaces necklime neckline neckplate neckrest neckroll necks necktifirm neckvery neclace nect nectarine nectarines nectfirm nectifirm ned nedded nedds need needaffordableeasy needed neededfolds neededthe neediness needing needle needlenose needles needless needlessly needling needs needsmy needto needwithout needy neet neg negate negates negating negative negatively negatives negatories negitive neglect neglected neglectful neglecting neglector neglig neglige negligee negligent negligible negligibly negotiate negotiates negotiating nehh neice neighbor neighborhood neighboring neighbors neighbours nele nell nellie nellies nemo nena neocutis neon neonatal neopentanoate neoprene neosporin neosure neovadial neovadiol nepal nephew nephews neptune nerd nerdy nerium nero nerve nerver nerves nervous nervousi nervously nervousness ness nessesary nessesity nest nested nesters nesting nestle nestled nestles nests net netbook netflix nether netherlands netlots nets netted netting nettinghas nettings network networking networks neumann neural neuro neurobiology neurodegenerative neurologic neurological neurons neuroprotectant neurosensine neurotic neuter neutered neutral neutrality neutralize neutralized neutralizer neutralizes neutralizing neutrally neutrals neutrik neutrogena neutural nevada nevermind new neways newbie newbies newborn newbornit newborns newbornsmoby newbornstraps newby newcomer neweded newel newell newer newest newfound newly newness newoxo newport news newscasts newsflash newspaper newsprint newyou nex nexfit nextfit nextstep nextwasted nexxus nexy nfe nfl ng ngjlcek ngtsa nh nhtsa ni nia niacin niacinamide niacinimide niadyne nib nibble nibbled nibbler nibbles nibbling niblets nibs nic nice niceadjustablebaby nicecons nicedoesn nicee nicefor niceincluded nicelooking nicely nicelyand nicelyin nicenot nicer nicesafety nicest nicethat niceties nicety niche niches nick nicked nickel nickelback nickels nicki nicking nickle nicknacks nickname nicknamed nicks nickseasy nicley nicola nicu niece nieces niether niew nifty niggling nigh night nightcan nightcap nightclub nighted nighter nightgown nightime nightlife nightlight nightlighti nightlights nightly nightmare nightmares nightmy nights nightso nightstand nightstands nightstar nighttable nighttime nighttimes nightvision nightworks nightwould nighty nikon nil nile nilly nimble nimbly nimh nines nineteen nineteenth ninety ninga ningun ninguna nini ninja nintendo nior nioxin nip nipped nippes nipping nipple nippled nippleiffic nipplenuk nipples nipplesas nipplesbpa nipplescons nipplesmam nipplessufficient nipplesthese nipplestips nipplette nipplewhat nippple nippy nips nirvana nisaan nissan nit nite nites nitestand nitpick nitpicky nitrate nitrates nitro nitrocellulose nitron nitrosamine nits nitty nivea nixed nj nl nn nnn noadjustable noah nob nobbin nobel noble nobodys nobotu nobrainer nobs noce noches nock nocrying nod nodding node nodeid nods nodular nodules noggin noggins noices noir noise noiseless noisemaker noisequality noiser noises noisesas noisesmaller noisey noisier noisily noisy nojo nolan nolgeot nom nominal nomming non nonabrasive nonabsorbent nonbreakable nonbulky noncomedogenic nonconfrontational nondescript nondrying nonei nonetheless nonexistent nonhormonal nonirritating nonlatch nono nonplussed nonporous nonprofit nonscented nonsense nonsensical nonskid nonslip nonstandard nonstop nontheless nontoxic nontraditional nonuse noodle noodler noodles noodling nook nookie nookies nooks nookum noon noooooo noooooooo noooooooooooooooooo noooowwwww nope noproblem nordic nordstrom nordstroms norelco norm normaderm normal normalaby normalize normalized normall normally normous north northeast northern northgate northgates northside northwest norwalk norway norwegian nos nose nosebleeds nosed noseeums nosefreda nosefrida nosel noses nosey noshow nosing nossle nostalgia nostalgic nostril nostrils nostrilsother nosy nota notable notables notably notation notbeing notch notched notches notching note notebook notebooks noted notepad notes noteworthy nothin nothingness noticable noticablecant noticably notice noticeable noticeably noticed notices noticiable noticible noticibly noticing notification notifications notificationsensitive notified notifies notify notifying noting notion notions notlooked notorious notoriously notuse notvery notwithstanding nounce nouph nourish nourished nourisher nourishes nourishing nov nova novel novelty november novice novices nowadays nowborns nowlike noxema noxious noxzema nozzeles nozzle nozzles nplays nr nrsed ns nsearly nsf nt nthe ntilde ntm nto ntsa ntx nu nuance nuances nub nubbies nubbin nubbly nubby nubbys nubrilliance nubs nuby nubys nucifera nuclear nude nudes nudge nudged nudges nuetral nuetural nuf nuface nufaces nuff nugget nuggets nuianced nuisance nuisances nuit nuk nuke nuked nuks num numb number numbered numbers numbersthere numberswhen numbing numbness numbs numerical numerous numi numimed numorous nuna nuring nuroo nurse nursed nurser nurseries nursers nursery nurses nursette nursey nursing nursingb nursingbuckle nursinggreat nurtria nurture nusance nusery nut nutmeg nutral nutrient nutrients nutrition nutritional nutritionally nutritionist nutritious nutritive nuts nutshell nuttin nutty nutwill nuxe nuxellence nuxuriance nuzzled nuzzling nv nw nwaohe nx nxgen nxt ny nyc nylgut nylon nylons nyquil nys nyx nyxl nyxls nz oactaves oacute oahu oak oakmoss oald oao oasis oat oatmeal oats ob obagi obagis obaji oball oballs obedient oberweiss obese obession obeyed obg obgyn object objected objection objectionable objections objective objectively objects oblagi obligated obligation obligatory obliged obliphica obliterate obliterated obliterating oblivion oblong obnoxious obnoxiously obs obscene obscession obscure obscured obscures obscuring observable observant observation observations observe observed observing obsess obsessed obsesses obsession obsessive obsessively obsolescence obsolete obsolutely obstacle obstacles obstaining obstruct obstructed obstructing obstruction obstructions obtain obtainable obtained obtaining obtrusive obtrusiveness obtrusivereally obviate obviates obvious obviously ocasionally ocassional ocassions occasion occasional occasionally occasionaly occasions occassion occassional occassionally occassionaly occassions occitaine occitan occitane occlude occotaine occupant occupants occupational occupied occupies occupy occur occurance occurances occured occurred occurrence occurring occurs ocd ocean oceanand oceanic oceans ocetyl ocotogan oct octagon octagonal octane octave octaved octaver octaves octinoxate octisalate october octocrylene octoplush octopus octopusproblems octykes octyl octyldodecanol octyldodecyl ocupational ocurre od odb odd odder oddity oddly odds oder odf odj odometer odor odorless odorous odors odour odours odyssey oeko oem oen oenothera oer oeuf ofbisphenol ofcourse ofdr ofernie offcon offcons offend offenders offending offense offensive offensively offer offered offering offerings offers offfoot offgas offgassing office officer officers offices official officially officials officinale officinalis offif offline offmaterial offood offoverall offpretty offputting offreleases offroad offs offset offshoot offshore offthe offwhite ofgreen ofnwhen ofpampers ofrece ofrecer ofsassy ofsnoozy oft oftentimes oftenwe ofter ofthe ofweight og ogh ogle ogre oh ohand ohh ohhh ohhhh ohhhhh ohhhhhh ohhhhhhh ohio ohm ohms oi oil oiled oiler oilier oilies oiliest oiliness oils oily oilyness oing oink ointment ointmentmagic ointments oioi oit oiudad oj ojon ok okaaaaaay okatots okay okey okie okiedog okina okkatots okn okoboji ol olaplex olay old olden older oldergeneral oldest oldforward oldlanolin oldmotorola oldmunchkin oldmy olds oldshe oldtpo oldtwins ole olea oleanolic olefinfiber oleifera olf olfactory olie oligopeptide olimpics olive olivella oliver olives olivia ollie ollies olly olus oly olympus om oma ombre omeb omega omelet omg omgoodness omigosh omission omit omits omitted omitting omni omnidirectional omnivore onadjustable onbatteries onboard onces ondemand onder ondream onealthough oneeasy oneexcellent onehanded oneida oneis oneit oneno oneor oneplumb onerous onerr ones onesclip oneself onesie onesies onespot onestepahead onethe onewe ongoing onhand oni onies onion onit onl onle onlh online onlky onlookers onlyit onlyproblem onnegatives onosocozy onquick ons onscreen onset onside onsie onsies onslaught onso onstage ont onthe onthings ontop onus onward onwards ony onyx onyxcar onz oobr oodles ooga oogaa ooh oohthanks ooks oompa oomph ooo oooh ooooh oooohhhmmmmmm oooold ooooops oooops ooops oopmh oops oopsies ooz ooze oozed oozing oozycozy op opacity opague opal opalescent opaque opaqueness open openchild opended opened openedi opener openers opening openings openness openning opennon opennot opens opera operable operate operated operates operating operation operational operations operationsuper operative operator operators ophthalmologist opi opinion opinionlastly opinions opinon opion opium opliphica opnion oport opperated opperation opportune opportunistically opportunities opportunity oppose opposed opposing opposite oppressive oppsed oprah opt opted opther optical optics optima optimal optimale optimally optimistic optimize optimized optimizer optimizing optimum opting option optional optionalbaby optionally optioncons optiondislikes optionlevy optionorbit options optionscomes optionscons optionsdoes optionsi optionspros optionssoft optionswe optionthe optionthere optionthings opton opts opus oqo ora oragami oragel orajel oral oralb orally orange orangeandthe orangeblossom oranges orangey orangish orangy orat orb orbie orbit orbital orbiter orbs orca orchard orchestra orchid orchids ordeal order orderd ordered ordereing ordering orderly orderraxxess orders ordinarily ordinary ordinated ordor ordred ore oreal oredered oregon oreos orer org orgami organ organi organic organically organickidz organicpros organics organiser organization organizational organizations organize organized organizedcons organizer organizeri organizers organizerwhere organizes organizing organs orgasm orginal orginally orginial orgy oribe orient oriental orientate orientated orientation oriented orifices orig origami origin original originality originally originalpros originals originalwe originaly originated originially origins origionally orignally orignially orion orkney orlando orleans orly ormy orn orname ornament ornamentation ornaments ornate ornery orris orstrolleras ortho orthodontic orthodontically orthodontist orthopaedic orthopedic orthostar orthotic os osadqe osbourne oscar oscars oscillate oscillating oscillations osh oskar oskars oso osocozy osozocy oss ossified ost ostensibly ostentatious ostrich osx ot otc oteher othe otherhand otherish otherlocks othermanufactures otherplanet otherscons othersi othersvelcro otherworldly othis otoh otor otros otterbox otterboxes ottoman ottomans ottomon otu ou ouch ouchies oud oudini ought ouh ould ouml ounce ounceand ouncebest ouncebottles ouncefirst ouncemunchkin ounceordapple ouncers ounces ounceshould ounceto ounch ourbaby ourbeco ourdr ourevenflo ourfisher ourgraco ourjoby ournightstar ourself ourselv ourskip ourtiny outa outadjusting outage outages outand outback outboard outbreak outbreaking outbreaks outcapacity outclassed outcome outcons outdated outdo outdoes outdoor outdoors outdoorsy outer outers outerwear outfights outfit outfits outfitscons outfitted outfitting outgassing outgown outgreat outgrew outgrow outgrowing outgrown outgrowncons outgrows outgrowth outguns outhouse outie outing outings outit outlandish outlast outlawed outlet outlets outlier outline outlined outlines outlives outnumbered outpaces outpad outperform outperformed outperforms outplum outpouring output outputs outrageous outrageously outragous outranked outright outs outseam outset outshines outside outsides outsleek outsmart outsmarted outsource outsourced outsourcing outspoken outstanding outstide outta outter outthe outthere outting outtings outward outwards outways outweigh outweighed outweighs outweight outwle ouzo oval ovals ovando ovarian ovation ovations ove oved oven ovens overachiever overactive overage overal overall overalli overallif overallit overalls overally overbearing overblowing overblown overboard overcame overcautious overcharge overcharged overcharging overcoat overcome overcomplicated overcut overdid overdo overdoing overdone overdose overdrain overdressing overdried overdrive overdriven overdriveor overdrives overdry overdrying overdue overeating overepriced overestimated overexpensive overexposed overfeed overfill overfilled overfilling overfills overflow overflowed overflowing overflows overfull overhang overhanging overhaul overhauled overhead overheat overheated overheating overheats overhyped overi overinsertion overjoyed overkill overland overlap overlapped overlapping overlaps overlay overlays overload overloaded overloading overlock overlook overlooked overlooking overly overmuch overnight overnighted overnighting overnights overpack overpacker overpaid overpaying overpays overpiece overpower overpowered overpowering overpoweringly overpowers overpriced overpricedphilips overpricing overproduction overprotective overpulled overrated overreacting overreaction override overrides overripe overrun overs overseas oversee oversees overshadowed overshadows oversight oversights oversimplification oversize oversized overspray oversprays overstate overstated overstimulate overstimulated overstimulatig overstimulating overstimulation overstuff overstuffed oversupply oversweet overt overtake overtaken overthe overthere overthink overtighten overtightened overtime overtired overtly overtones overtop overtunes overturned overuse overused overusing overview overweight overwhelhming overwhelm overwhelmed overwhelming overwhelmingly overwhelms overworked overwrought overzealous ow owe owend owie owies owing owl owlie owlimo owls owlskip owlswe owndaddys owned ownedthe owner owners ownership owni owning ownit owns ownt ox oxcide oxford oxiclean oxidant oxidants oxidation oxidative oxide oxides oxidization oxidize oxidized oxidizing oxido oxo oxos oxy oxybenzone oxychloride oxyclean oxygen oxygenate oxymoron oy oyin oyur oz ozabc ozlove ozmuch ozocosy ozocozy ozs ozzy pa paba pac pacakged paccy pace paced pacemaker paces pachelbel pachouli paci pacie pacies pacifeeder pacifeeders pacifer pacifers pacific pacifica pacification pacificer pacificers pacified pacifier pacifiers pacifiersphilips pacifierswere pacifiersyet pacifies pacify pacigrip pacigrips pacimals pacipals pacis pack packabe packable packaed package packaged packageing packages packaging packand packat packbottles packcons packcontainers packed packedcons packer packers packet packets packin packing packinstead packit packmultiple packn packnplay packnplays packs packthat packwith pact pacy pacys pad padalily padbaby padcons paddding padded padding paddingeasy paddings paddle paddles paddy padis padquick padres pads padsless padsto padz paediatrician paette paficiers pag page pages paging paid pail pailand pailbecause pails pain painbulkier pained painful painfull painfully painkiller painless painlessly painpros pains painstakenly painstaking painstakingly paint paintbrush painted painters painting paintings painto paints paintwork pair paired pairing pairs paisley paiste pajama pajamas pak pal paladin palatable palate palattes palces pale paled paleness paler pales palest palette palettes pali palimate palisades pallet pallete palletizes pallets pallor palm palmers palmetic palmetto palmiate palmitate palmitic palmitoyl palms paln palnet palomino palpable palpitations pals 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percent percentage percentile percentiles perceptible perception perceptions perch perched perches percise percision percussion percussionist perect perego peretti perfecly perfect perfected perfecter perfecting perfection perfectionist perfections perfectly perfectlycons perfectlyorder perfecto perfectonly perfector perfectors perfectpicks perfects perfeect perfeito perfer perfetcly perfold perfom perforated perforation perform performance performances performed performer performers performing performs perfume perfumed perfumers perfumery perfumes perfumey perfumeylike perfumy pergo perhap peri perigo peril perimeter period periodic periodically periodinvest periods periorbital peripheral periscope perishables periwinkle perk perked perks perky perlite perm permalinkcomment permanant permanantly permanately permanence permanent permanently permanents permantly permeable permeasured permeated permeates perminent permission permit permite permits permitted perms permthe perosi peroxide peroxides peroxyhydrate perpendicular perpendicularly perpetual perpetually perplexed perplexing perricone perry perseose perseverance persevere persevering persist persistance persistant persisted persistence persistent persistently persists persnickety person personal personality personalization personalize personalized personally personals personas personcons personi personna personnel persons perspective perspectives perspirant perspiration perspire perspiring persuaded persuasion pertain pertaining pertains pertinent pertrolium perturbed peru peruse perused perusing pes pesado pesky peson pestering pesticide pesticides pestle pests pet petal petals petco pete peter peterson petit petite petri petrified petrol petrolatum petroleum pets petsmart petting petty petunia peva pevonia pew pewter pf pfwbs pg pgae ph phalanges phalate phalates phan phantom pharmaceutical pharmaceuticals pharmacies pharmacy phase phased phaser phases phasing phathalate phelityl phenolic phenomena phenomenal phenomenally phenomenon phenoxyenthanol phenoxyethanol phenyl pheromones phew phil philadelphia philip philippines philips phillip phillips phillps philly philosophic philosophy philosphy phlanges phn phobe phobes phobia phobic phoenix phone phoned phones phonetically phonics phono phooey phosphate phosphine phosphor phosphoric phosphorous phosphorus photo photoallergy photoceutical photocontact photograph photographed photographer photographers photographs photography photos photoshoots photoshopped photoshopping photothis phrase phrases phtalate phtalates phthalate phthalates phthlatates physical physicality physically physician physicians physics physiobebe physiologic physiotherapist physique phytantriol phythalate phyto phytodensia phytosqualane pi pia pianist piano pianoandbaby pianos pic picaboo picadilly piccolo pices pichia pick picked picker pickers picket pickguard pickguards pickholder pickier picking pickings pickle picklebottom pickled pickpockets picks picksmy pickup 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pointier pointing pointless points pointy pois poison poisoning poisonous poisons poka poke poked pokeed poker pokes pokey poking polar polarity polarized polarizing pole poles poley polge police policies policy polie polish polished polishes polishing polite politely political politics polka polkadots poll polled pollutants pollute polluted polluting pollution polly polo poloxamer poly polyacrylamide polyacryldimethyltauramide polyacryloydimethyl polyacryloyldimethyl polyacryloyldimethyltaurte polyamide polyaminopropyl polybrominated polybutyleneglycol polycarbonate polydimethylsiloxyethyl polyester polyesterdimensions polyethylene polyglyceryl polyisobutene polylactic polymer polymers polypro polypropelene polypropylene polyquaternium polyquaternum polysilicone polysomethingorother polysorbate polyurethane polyvinyl polyvsol polyweb pom pomade pomades pomegranate pomeranian pomeranians pommel pompadour pompous poms poncho pond ponder pondering ponderously ponds ponemos pong pontiac 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positionno positions positionsextra positionsharness positionsthe positive positively positives positivies positon positons possa possess possessed possesses possession possessions possessive possibilities possibility possible possibley possiblity possiblly possibly possily post postage postal posted poster posterboard posterior posters posting postings postion postions postition postive postpardum postpartum posts postulating posture posturepedic postures posturpedic posy pot potable potassium potato potatoes potatos potc potency potent potentally potential potentially potentiameter potentiometers potentionally potette potholder potholes potion potions potluck potomac potpurri pots pottamous potted potter pottery potterybarn pottied potties potty pottybabybj pottycover pottying pottypod pottys pottyseems pouch pouchattractiveeasy pouchcomes pouched pouches pouchpop pouf poufy poultry pounces pound poundage pounded pounder poundfender poundhas pounding pounds poundshas pour poured 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predispose predominant predominantly predominate predominates predrill predrilled preeclampsia preeie preeme preemie preemies preemptively prefab preface prefect prefectionist prefer preferable preferably preferal preferance preferatbly prefered preference preferences preferr preferrable preferred preferring prefers prefersimple preferthe prefessional prefessionals prefill prefold prefolded prefolds prefords preform preformed preforming preforms preg preganancy preggo pregnancies pregnancy pregnant pregnany prego preheated prehistoric preinstalled prejudicial preliminary prell preload prelude premade premake premature prematurely prematurity prematurly premeasure premeasured premeasuring premie premier premiere premies premise premium premiums premix premixed premmie prenancy prenatal prender preo preoccupied preoccupy preofolds prep prepaid preparation preparations prepare prepared preparer prepares preparing preparring prepation preplacement preposterous prepped prepping preppy preprogramed preps pres preschool preschooler preschoolers prescious prescribed prescribes prescription prescriptions presence present presentable presentation presentations presented presenting presently presentor presents preservation preservative preservatives preserve preserved preserves preserving preset presets presetsfor preshave preshrunk presi president presoak presonus press pressed presser presses pressing pressure pressurize pressurized presterilized prestigious presto prestuff presumably presume presumed presuming presure preteen pretend pretended pretending pretends pretentious preterm pretreat pretreated prettier prettiest prettily prettiness prettty pretty prettyit prety pretzel pretzels prev prevailed prevails prevalence prevalent prevelent prevent preventable preventative prevented preventer preventing prevention preventive prevents preview previous previously prewash prewashed prezi pri pria price priceall pricebut pricecan priceclarity pricecons priced pricedcar pricefits pricegood priceless priceline priceloves priceno pricenot pricenote pricenow pricepoint pricer prices pricetag pricethe priceupdate pricey pricier priciermedela priciest pricing prick pricked prickling prickly pricks pricy priddy pride prides pried prima primarily primary prime primed primer primera primero primers primes priming primitive primma primo primrose prince princelionheart princes princess princesses princeton principal principally principle prining print printcovers printed printer printfrom printing prints prior priori prioris priorities prioritization prioritized priority prism prison prisrob pristine prius privacy private privately privates privilege privileges priviously prix prize prized prizes prmptly pro proactiv proactive proaso prob probability probable probablly probably probablybe probaby probally probaly probationary probe probelm probelms probems probing probiotic probiotics problem problematic problemcomfort problemo problemonly problems problemswith 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progresses progressing progression progressive progressively prohibit prohibitive prohibits proishred project projectables projected projecter projectile projectiles projecting projection projections projector projectors projects proliferation prolly prolong prolonged prolonging prolongs prom prominent prominently promise promised promises promising promo promote promoted promoter promotes promoting promotion promotional promplty prompt prompted promptely prompting promptly promptness prompts proms promtly prone prong pronged prongs prongy pronounce pronounced pronouncements pronto pronunciation prooducto proof proofed proofer proofers proofind proofing proofness proofsimilar prop propanediol proped propel propeller propellers propelling propels propelyne propensity proper properly properties property proplem propoganda proponent proponents proportion proportional proportioned proportions propos proposal proposed proposition propped propping proprietary propriety props propylene prorap proraso prorasos proride proruct pros prosaro prosassembly proscleans proscomfortable prosconvenient proseasy prosecuted prosi prosit proslight proslocking prosnipple prosno prosonce prospect prospective prosport prosreally prosstrong prosthe prostrim prostrong prosvery prosworked protable protec protect protectant protected protecting protection protectioncomfortable protectioneasily protections protectishade protective protector protectoras protectors protects protege proteic protein proteins proteoglycans protest protested protests protip protocol protools prototypes protractor protrude protrudes protruding protrusion protrusions prouct proud proudly prove proved proven proverbial proves provide provided provider providers provides providing proving provision provocation provoke provoking prowess prowl prowraps proximate proximity proxylane prrop prs pruchase prudent pruduct pruis prune prunes prunus prush pry prybars prying ps psa psajzx psc pseudo psicy psoriasis pssshh pssst psychedelic psychically psycho psychoacoustics psychologically psychotic pt pthalate pthalates pthere ptl ptsd ptz pu pub puberty public publication publicised publicity publick publicly publish published publishing publix pubmed puch puchased puchasing puck pucker puckered puckers pucks pudding puddle puddled puddles puddling pudgy puff puffed puffer puffier puffiness puffing puffs puffy puffyness pug pugs puh puj pujtub puke puked pukes pukey pul pula puling pull pullable pulled puller pullers pulley pulleys pulling pullling pullout pulls pullup pullups pully pulp puls pulsate pulsates pulsating pulse pulsed pulses pulsing pulverzier pumice pump pumpand pumpbra pumpease pumped pumper pumpers pumpimg pumpin pumping pumpingkeeping pumpings pumpinpals pumpinstyle pumpkin pumpkins pumps pumpup pums pun punch punched punches punchier punching punchy punctal punctuated puncture punctured punctures puncturing punds pungent punished punishment punk punkin puny pup puple pupose puppet puppets puppies puppps puppy puppymanhattan pups pupsqueak pur pura purakiki purcahsed purchace purchaced purchaed purchase purchased purchasedaden purchasedbumkins purchasedkidkusion purchasedplastic purchasedproseasy purchasedthe purchasejust purchaser purchasers purchases purchasesed purchasing purchesed purchse purchsed purchsing pure puree pureed pureeing purees pureeswater purell purely puremoist pureology purepressed pures puret purete purex purfect purge purged purging purhaps purified purifier purify purifying purist purity purl purlan purley purple purples purplish purport purported purportedly purports purpose purposecons purposed purposeful purposefully purposehighly purposehowever purposely purposes purr purreed purring purse purses pursuit purty purveyor push pushadjustable pushbutton pushchair pushed pusher pushers pushes pushfits pushing pushs pushtandem pushy puss putanything putchase putcons putdown puting putmy puton puts putt puttered puttering putting puttingdiono putty 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raid raided rail railing railings railpositives rails rain rainbath rainbow rainbows raincoat raincover raindrop raindrops rained rainfall rainfores rainforest rainforrest raining rainmaker rainny rainproof rains rainscons rainstorm rainy raise raised raisers raises raising raisins raison rakarrack rake rally ralph ram rambunctious ramming ramp rampaging ramping ramps rams ran ranch rancid random randomizing randomly randomness randy rang range rangecons ranger ranges ranging rangling rangs rank ranked ranks ransacked rant rapid rapidly rapira raps rapt rar rare rarely rarest rarity rars rasberry raschel rash rasheasy rashes rasp raspberries raspberry raspcan raspier raspy rastegar rat ratain ratchet ratcheted ratcheting ratchets rate rated rater raters rates rathe rating ratings ratio ration rational ratm rats rattania rattatania ratted rattiest rattique rattle rattled rattlemanhattan rattler rattles rattling rattly ratty raunchy rav ravaged rave raved ravenous ravens raves ravin raving raw rawer rawhide rawkin rawr raxxess ray rayon rayovac rays rayshade raysso raz razbaby razberaetsya razberry razm razor razorock razors razr razzberry razzie rb rbf rc rca rcvd rd rdp rds rdu rdx reaaaly reaatach reach reachable reached reaches reaching react reacted reacting reaction reactions reactivating reactive reacts read readable readdiaper readee reader readers readible readily readiness reading readings readjust readjusted readjusting readjustment readjustments readout readouts reads ready readying reaffirmed reajust real realign realise realised realistic realistically realisticly realitively reality realization realize realized realizes realizing realizw realky reall realllly reallu really reallyl realm reals realtek realtime realtimesoft realty realy realyl ream reamer reamping reap reapeating reaper reaping reappear reappearance reappeared reapplication reapplications reapplied reapply reapplying rear rearface rearfacers rearfacing rearrange rearranged rearranging rearview rearward reas reasearch reason reasonable reasonableover reasonablly reasonably reasoneco reasoned reasoning reasons reasponable reassembeled reassemble reassembled reassembling reassembly reassurance reassure reassured reassuring reasy reat reattach reattached reattaching rebate rebecca rebel rebels rebend reboot rebooted reborn rebought rebound rebounding rebranded rebreathing rebuckle rebuild rebuilding rebuilds rebuy rec recalibrated recall recalled recalling recalls recallthere recap recapped recapture recara recaro recaros recarro reccomed reccomeded reccomend reccomendations reccomended reccommed reccommend reccommended recdommend recede recedes receding receipt receipts receive received receivedon receiver receiveroverall receivers receives receiving recent recenters recently receptacle receptacles reception receptionist receptive receptor receptors recess recessed recession recevied rechargable recharge rechargeable rechargeables recharged recharger recharging recheck rechecked recibi reciept recieved reciever recieving recines recipe recipes recipient recipients recipies recitals recite recived recklessly reckon reckoned reclaim reclin reclinable reclinded recline reclineable reclined reclinemechanism recliner reclines reclinesamazing reclineseat reclining reclip recluse recmnded reco recocmmend recognition recognizable recognize recognized recognizes recognizing recoil recollection recoloring recomand recombine recombining recomed recomeded recomemded recomend recomendado recomende recomended recomending recomiendo recommand recommanded recommed recommen recommend recommendable recommendation recommendations recommendationsi recommended recommendedbabykicks recommendedcfh recommendedgood recommendedportable recommending recommendphilips recommends recommendthis recommened recomment recommmend recommmended recommneds recommond reconfigurable reconfigure reconfigured reconfiguring reconize reconmend reconmended reconnect reconnects reconsider reconsidered reconsidering reconstituting record recorded recorder recorderianalyzerimovieirecorder recordermultitrack recorders recording recordings recordingsthis recordist recordists records recounting recoup recourse recover recovered recovering recovery recreate recreated recreates recreation recreational rectal rectally rectangle rectangles rectangular rectified rectify recto recumbent recuperate recuring recurred recurrent recurring recyclable recycle recycleables recycled recycler recycles recycling red redaing redbull redbut redden reddened reddening redder reddish reddness redeem redeeming redermic redesign redesigned redesigning redhead redheads rediculous redid redinstead redirect redirecting redirects rediscover rediscovered redish redistribute redistributing redistribution redken redkin redneck redness redo redoing redone redos redraw redressing reds redso reduce reduced reducer reduces reducing reducingshampoo reductases reduction reductions redundancy redundant reed reeds reek reeked reeking reeks reel reeling reemed reemphasize reese reevaluate reevaluating ref refashion refer refered referee reference referenced references referneces referral referred referrer referring refers refigure refill refillable refilled refilling refills refils refine refined refinement refinements refiner refines refining refinisher refissa reflect reflected reflecting reflection reflections reflective reflectors reflects reflex reflexes reflexive reflux refluxing refluxy refocusing refold reformer reformulate reformulated reformulation reformulations refracting refrain refreeze refreezing refresh refreshed refreshedso refreshening refresher refreshes refreshing refreshingly refreshment refrid refridgerator refrigator refrigerate refrigerated refrigerater refrigerating refrigeration refrigerator refrigerators refugees refulx refund refunded refunding refunds refurbished refurbuished refusal refuse refused refuses refusing reg regain regained regains regal regalia regalo regard regarded regarding regardless regards regenerate regeneration regenerative regenerist regent regift regime regimen regiment regimented regimine region regional regions regisitering register registerd registered registering registers registration registries registry regiven regrab regradless regreat regressed regression regret regretful regretfully regrets regrettably regretted regretting regu regualar regualr reguardless regular regularity regularly regulars regulary regulat regulate regulated regulates regulating regulation regulations regulator regulatory regurgitated regurgitator rehab rehang rehash rehearsal rehearsals rehearse rehearsel rehearsing reheat reheated reheating rehersal rehooked rehoused rehydrate rehydrated rei reichel reign reimburse reimbursement reimbursing reincarnation reindeer reine reined reinflate reinflated reinfocement reinforce reinforced reinforcement reinforcements reinforces reinforcing reinsert reinserted reinserting reinsforcements reinstall reinstalled reinstalling reintroduce reintroduced reintroducing reissue reiterate reiterated reivew reject rejected rejecting rejection rejections rejects rejuvenate rejuvenated rejuvenating rejuvenation rejuvenator relabel relabeled relace relago relaise relaoding relatch relatches relatching relate related relates relating relation relational relations relationship relative relatively relativelynew relatives relax relaxant relaxation relaxed relaxer relaxes relaxhope relaxing relay release released releases releasing releave relegate relegated relegating releif releive relented relenting relentless relevance relevant relevantoverall reliability reliabilty reliable reliably reliant reliced relied relief reliefs relies relieve relieved reliever relieves relieving religious religiously reline relines relived reliving relly reloaded relocate relocated relocating relocation relock reluctance reluctant reluctantly relux rely relying rem remain remainder remained remaining remains remake remark remarkable remarkably remarked remarking remarks rembrandt remeber remedied remedies remedy remember remembered remembering remembers rememberto remenants remind reminded reminder reminders reminding reminds remington reminisce reminiscent remix remnant remnants remnder remo remodel remodeled remodeling remorse remote remotely remotes remotewhat remounted remounting removable removal remove removeable removed remover removers removes removetowel removing rems ren renaiessance renaissance rename renamed renault render rendered rendering renders renegade renergie renew renewable renewal renewed renewing renews renova renovating renovation renovations renown rent rental rented renters renting reoccur reoccurred reoccurring reomendded reommend reopen reopening reorder reordered reordering reorganization reorganize reoriented rep repackage repackaged repackaging repacking repair repaired repairing repairs repeat repeatable repeated repeatedly repeately repeater repeating repeats repel repellant repellants repelled repellency repellent repelling repels repented repertoire repetetive repetition repetitions repetitive rephrase replacable replace replaceable replaceabletoo replacecrib replaced replacement replacements replacemnt replaces replacing replacment replacments replay replayed replcae replenish replenished replenishes replenishing replenix replete replica replicate replicates replicating replied replug replugged replugging reply replying report reported reportedly reporting reports reposition repositionable repositional repositioned repositioning repositions repository repost reposted represent representation representations representative representatives represented represents reprieve reprime reproduce reproduced reproduces reproducible reproducing reproduction reproductions reproductive reprogramable reps republicans repugnant repulses repulsive repurchase repurchased repurchasing repurpose repurposed repush reputable reputation request requested requesting requests require required requiredcons requiredgiven requirement requirements requires requiring requisite reread rereading reroute rerouting rerun res resale resaled resaler resanitize resarch rescind rescrew rescue rescued reseal resealable resealed resealing research researched researchedmy researcher researchers researches researching reseats resecure reseda resell reselling resemblance resemble resembled resembles resembling resent resentful resenting reservation reservations reserve reserved reserves reserving reservior reservoir reservoirs reset resets resetting resevoir reshape reshaped reshipped reshipping reside residence residency resident residental residents resides residing residual residuals residue residues resign resigned resilient resin resinous resist resistance resistant resisted resistent resistente resistible resisting resists resize resluts resnackit reso resold resolution resolutions resolvable resolve resolved resolves resonable resonance resonant resonate resonates resonations resonator resort resorted resorting resounding resource resources respect respectable respected respectful respectfully respectissime respective respectively respects respirations respiratory respond responded responder responding responds response responses responsibilities responsibility responsible responsiblity responsive responsiveness resqueeze resqueezes ressembly rest restack restaraunts restart restarted restarting restarts restating restaurant restaurantnot restaurants rested restfoom restful resticks resticky resting restitched restitching restless restlessly restock restocking restof restoration restorative restore restored restores restoring restrain restrained restraining restrains restraint restraints restrapping restrict restricted restricting restriction restrictions restrictive restricts restring restringing restroom restrooms restrung rests restsin restuarant restuck resturants resturanut resuction result resultant resulted resulting results resultsmy resume resumed resumes resupply resurface resurfacing resveratrol reswaddle retail retailed retailer retailers retailing retails retain retained retainer retainers retaining retains retalier retardancy retardant retardants retardantssealy retardantswhen retarding retartants retch reteacts retention retentive retexturizes rethink rethinking rethinks rethread rethreaded rethreading reticient reticulata reticulated retie retighten retightening retin retinal retinaol retinas retinoid retinoids retinol retinols retinyl retionol retire retired retirement retires retiring retooled retouch retract retractable retracted retracting retraction retractor retracts retread retreats retrieve retrieved retriever retro retroactively retrofit retrospect retry retrying retubed retune retuned retuning returing return returnable returned returning returns returnsmackie reuglar reults reunion reunited reusable reusablegreat reusables reuse reuseable reused reuses reusies reusing reuzel rev revamped revceived reveal revealed revealing reveals reveiw reveiws revel revelation reverb reverberating reverbs revered reverend reversable reversal reverse reversed reverses reversibl reversible reversiblelarge reversing revert reverted reverts review reviewed reviewer reviewers reviewes reviewi reviewing reviewmeta reviewnegatives reviewr reviews reviewsgreat revise revised revising revision revisit revisiting revitalift revitalize revitalizes revitalizing revive revived reviver revives reviw revlon revolted revolting revolution revolutionary revolutionized revolve revolves revolving revved rew reward rewarded rewarding rewards rewash rewashed rewashing rewet rewetting rewievs rewind rewinding rewire rewires rewrap rewrite rex reynaud rf rfcsmq rfcxik rfi rfing rfnt rg rh rham rhamnose rheumatoid rhinitis rhino rhis rhoads rhodes rhododendron rhyme rhymed rhymes rhyming rhythm rhythmic rhythmically rhythms rib ribbed ribbing ribbiting ribbon ribbons ribcage ribs rice rices rich richard riche richer richest richly richness rickenbacker rickenbackers rickety rickity ricky rid ridded ridden riddled ride ridealong rideeasy rideflexible rideit ridemy rider riders rides ridge ridged ridges ridgid ridiculas ridicules ridiculesly ridiculous ridiculously ridiculousness riding rids riff riffs rifle rifling rifts rig rigamarole rigeur rigged rigging riggors right righteous rightful rightfully righties rightly rights rightthe righty rigid rigidity rigidly rigidness rigit rigorous rigors rigt rigth riguer riley rim rimes rimmel rims rimshot rimshots rincing ring ringbearer ringed ringer ringfinal ringing ringlets ringor rings ringtone ringy rinky rinsable rinse rinsed rinsei rinser rinses rinsese rinsing rio rios riot rip ripe riped ripoff ripoffs ripped ripping rips rise riser risers rises rising risk risking risks risky rit rite rithyms rittenhouse ritual rituals ritz ritzo ritzy ritzyboth rival rivals river rivers rivet riveted rivets rk rlr rm rmove rn rnerivlms rnp rnpb ro roach roache road roadies roading roadmap roads roadshow roadswill roadtested roadtrip roadtrips roadways roadwork roadworthy roam roaming roams roar roaring roast roasting rob robbers robbery robe robert robin robot robots robust robustly robustness robusto roc roch rochas roche rock rockabilly rockable rockabye rockaholic rocked rocker rockers rockerscons rocket rockin rocking rockings rockingthe rockisland rockngreen rockrd rocks rocksmith rockstar rocktron rocky rod rodan rode rodeo rodi rodifix rods roduct roger rogue rohto roku roland role roles rolie roll rollaccommodates rollator rollback rolled roller rollerball rollercoaster rollers rollin rolling rolloff rollout rollover rolls rollup rolly rom roma roman romance romantic romantique rome romparooz romper rompers rondo roo roof roofs rooftops rookie rooled room roomakward roomalso roomba roomcons roomed roomfor roomier roominess roomit rooms roomy roomywe rooom roos root rooted rooting roots rooz rope roped ropes roping ropion rosa rosacea rosacia rosaliac rose roseacia rosebud rosecea rosehip rosemary roses rosewater rosewaters rosewood rosie rosin rosinate rosins rosk rosmarinus ross rosy rot rotary rotatable rotate rotated rotates rotating rotation rote roth rotomatics rotosound rotosounds rotted rotten rotting rottweiler rouge rough roughed rougher roughest roughly roughness rougness round roundabout roundabouts rounded rounder rounding roundish roundmanhattan rounds roundtrip roundwound rouse roused rousing route routed router routers routes routine routinely routines routing rovergear row rowdy rowing rows rowthe royal royally royce roz rp rpotecting rq rrb rread rready rrlxwqkr rs rsakly rseat rsu rsv rtf rub rubbed rubber rubberband rubbercleans rubberish rubberized rubbermade rubbermaid rubbermain rubbery rubbing rubbish rubble rubin rubs ruby ruckus ruddiness ruddy rude rudest rudimentary rudy ruff ruffies ruffle ruffled ruffles rug rugby rugged ruggedly ruggedness rugok rugs ruin ruined ruining ruins rule ruled ruler rules rulings rum rumble rumbling rummage rummaging rump rumparooz rumparro rumpled run runabout runaway rundown runds rung rungs runner runners runnier running runny runoff runs runway rural rurally rus rush rushed rushes rushing rusk russel russell russian rust rusted rustic rusting rustle rustling rusts rusty rv rvso rvw rweek rwlized rx rxncsc rxt ryan ryp rythm rythmic rythmn rythms rzuiai sa saab sabbath sabe sabian sabine sabineor sable sabotaging sac sacagaweacons sacando sacccharomyces sachet sachets sack sacks sacksattractivebutton sacrafice sacred sacrifice sacrificed sacrifices sacrificing sacs sad saddened sadder saddle saddlebag saddled saddles sadistic sadly sadness sadnessafter safari safariversion safe safecell safecons safecup safeeasy safeguard safeguards safelty safely safelythe safeparts safer saferfor saferproducts safescrew safeseat safest safesturdywell safeties safetly safety safetyof safetyone safeway safflower saffron safran safter saftey safty sag saga sage sagefor sages sagethat sagewe sagged sagging saggy sags sahara sahd sahm said sail sailboat sailboats sailing sailor saint sak sake sakes saks sakura sal salad salads sale saleing sales salesman salespeople salesperson saleswoman salicyilc salicylate salicylic saline salir salisbury saliva salivate salley sallow sallowness sally salmon salmonella salon salono salons salsa salt saltines salts saltwater saludos salux salvador salvage salvageable salvaging salvation salve salves salycilic sam samashing samestrap sami sampaguito sample sampled samplephilips sampler samplerfantastocrats samplers samples sampling sams samson samsung samurai san sanctioned sanctuary sand sandal sandals sandalwood sandbox sanded sander sandies sanding sandles sandlewood sandpaper sandpapering sandpapers sandpit sandra sandwhich sandwich sandwiched sandwiches sandwitch sandy sandys sane sang sanitary sanitation sanitations sanitiary sanitise sanitization sanitize sanitized sanitizer sanitizers sanitizing sanity sank sanp sanpaper sanrio sans sansamp sansom santa santana santee santizer santoku santolina sanyo sap sapphire saps sarabear sarah saran sarcasm sarcastic sardine sash sashay sashes sassy sat satch satchel satchels sateen satellite satified satifies satin satiney satiny satisfaction satisfactorily satisfactory satisfeito satisfied satisfies satisfy satisfying satisfyingly satisy satriani satsuma saturate saturated saturates saturating saturation saturday saturn sauce saucepan saucer saucers sauces sausage sausages savagely savannah save saved saver savers saves saving savings savingsoft savior saviour savon savor savory savvy savy saw sawbuck sawdust sawing sawn sax saxe saxophone say sayin saying sayings says sb sbium sbs sbut sc scab scabbed scabbing scabs scalable scald scalded scalding scale scaled scales scaliness scaling scalloped scallywag scalp scalped scaly scam scams scan scandaleyes scandalous scandanavian scandinavian scanned scanner scanners scanning scant scape scapulas scar scarce scare scared scares scarf scarfs scarier scaring scarlett scarred scarring scars scarves scary scathing scatter scatterbug scattered scattering scatters scavenger scavenging scd sce sceens scenario scenarios scene scenera scenerai scenery scenes scent scentcons scented scentis scentless scents scentsit scentwhich scenty sceptical scerena scf schaller schallers schecter schedual schedule scheduled schedules scheme schemes schlep schlepping schmancy schmear schmidt schmlaytex schnoz scholar school schooler schoolers schooling schools schuab schubb schumman schwinn sciatic sciatica science sciencethe scientific scientifically scientist scilicone scince scion scissor scissors scissorsyes sclerotium scoff scoffed scofield scold scoliosis scond scooch scooches scoooop scoop scoopability scooped scooper scoopfuls scooping scooppros scoops scoot scootch scootching scooted scooter scooters scooting scoots scorch scorched scorching score scored scores scoring scorn scotch scott scottish scour scoured scouring scout scouting scraches scractchy scramble scrambled scrambling scrap scrapbook scrapbooker scrape scraped scraper scrapermake scrapers scrapes scraping scrapped scrapping scrappy scraps scraptopus scratch scratched scratches scratchier scratchiness scratching scratchmenot scratchy scratchynever screaaaaam scream screamed screamer screamers screaming screams screamy screech screeches screeching screen screencasts screened screens screensexpense screw screwdiriver screwdrived screwdriver screwdrivercons screwdrivers screwed screwing screws screwtop screwup screww scribble scribbles scribblesas scribed scrimp script scroll scrolled scrolling scrolls scrounge scrub scrubb scrubbed scrubber scrubbers scrubbier scrubbies scrubbing scrubby scrubdown scrubfresh scrubs scrunch scrunched scrunches scrunchie scrunching scrunchy scrutinize scrutinized scrutiny scuba scudzy scuff scuffed scuffing scuffs sculpey sculpt sculpted scum scummy scurb scuttle scwhinn sd sdmall sdrop se sea seaberry seabreeze seabring seafety seagull seagulls seahorse seahorsehe seal sealable sealants sealed sealer sealing seally seals sealy sealys seam seamed seaming seamless seamlessly seams seamstress sean sear search searched searches searching searing sears seas seasame seashells seasick seaside season seasonal seasonally seasoned seasons seat seatalong seatand seatback seatbasically seatbelt seatbelted seatbelts seatchicco seatcons seate seated seater seatfolding seati seating seatkeekaroo seatlarger seatnot seator seatpros seats seatsaver seatsavers seatsbabybj seatseasy seatsecond seatsince seatthere seattle seatvery seaweed sebaceous sebium sebum sec secession seche second secondary secondbritax seconded secondhand secondly seconds secondsi secret secretions secretly secrets secs sected section sectional sectionals sectionb sectioned sections secure secured secureguard secureing securely secureoverall secures securing security securitycamera securley securly secutiy sed sedan sedanconvenient sedative sedentary sediment seduce seductive seebaby seebefore seed seedless seedling seeds seeen seefats seeing seek seeker seeking seeks seemd seemingly seemless seemlessly seemsa seen seener seens seep seepage seeped seeping seeps sees seethrough segboard segemented segment segmented segments segovia segregate segregated segundo segundos seguro seies seiko seinna seizers seizures selctions seldom select selecta selectable selected selecting selection selections selective selector selects selene selenium self selfish sell seller sellers selling sells sellst seltbelt selves semblance semi seminar semis semisumo semitone semogue sempre sen sence send sender sending sends senior senitive senneheiser sennheiser sennheisers sens sensation sensationail sensational sensations sensative sense sensed senseless senses sensi sensibility sensibio sensible sensibo sensing sensitive sensitives sensitivities sensitivity sensitize sensitizing sensitve sensity sensor sensors sensory senstive sensual sensuality sensuelle sent sented sentence sentences sentido sentiment sentimental sentra senzz seoul sep separable separate separated separately separatelyoh separates separating separation separations separator separators separte separtely seperate seperated seperately seperates seperatly sephora sepia sept september septic septum sequence sequencer sequins sequitar sequoia ser serenade serene serengeti serenity serge serged serger serging serial seriel series seriesshure serio seriously seriousness serivce serivice serpentine serrated serta serum serums serve served server serveral servers serves service serviceable services servicethis servicing servin serving servings servos sesame sesative session sessions set seta setback setbacks setbambino setbut setfor setgraco setof sets setskip setso setteled setter setthat setthese setting settingit settingread settings settingscons settle settled settles settling setttings setup setupi setups setupsetup seuess seus seuss seven seventeen seventeenth seventh seventies seventy sever severa severalthe severe severed severely severs seville sew sewed sewer sewing sewn sex sexes sexiest sexual sexy sey seymour sf sfdq sfisher sfm sfzo sg sgl sgs sh shabby shack shade shaded shadelonger shades shadescons shading shadow shadows shadw shady shadybaby shaft shafted shaggy shake shaked shaken shaker shakes shakespeare shaking shakira shaky shaler shalimar shall shallow shallower shallowvery sham shame shamp shampoo shampooed shampooing shampoos shank shannon shanshad shape shaped shapedifferent shapeeasy shapeless shapenipple shapes shapestrap shaping shapoo shapped shapt shards share shared shares sharing shark sharkbehringer sharks sharp sharpen sharpened sharpener sharpening sharper sharpest sharpie sharpies sharply sharpness sharps shatter shattered shattering shatterproof shatters shave shaved shaven shaver shavers shaves shavette shaving shavings shaw shawl shawls shd shea sheap shear shears sheath sheathing sheats sheba shebang shed shedded shedding sheddng sheds sheen sheep sheepfor sheepin sheeping sheepskin sheepskins sheepthat sheer sheerer sheers sheesh sheet sheetc sheeting sheetis sheetit sheetproduct sheetrock sheets sheetsamerican sheetscarters sheetworld sheild sheilds shelby shelf shell shellac shellacs shellcons shellec shelled shelling shells shelter sheltered shelve shelved shelves shelving shepard sheraton sherberty sherbet sheri sherlock shermag sherman sherpa sherrif shes shewhhh shewill shewing shh shhh shhhhh shhhhhhhh shi shied shield shieldcomfortable shielded shielding shieldmaiden shields shift shifted shifter shifting shifts shifty shikai shild shill shim shimmer shimmering shimmers shimmery shimmies shimming shimmy shimmying shims shin shine shined shineon shiner shines shiney shinier shininess shining shinning shinny shins shiny ship shiping shipment shipments shipped shippedi shipper shipperas shippers shipping ships shirk shirt shirts shirtsleeves shisedo shiseido shit shitty shiut shiver shivered shivering shlepped shluffs shmutz shoal shock shocked shocker shocking shockingly shockmount shockmounts shocks shoddy shoe shoebox shoebuy shoehorn shoelace shoeless shoes sholder sholderstraps shook shooping shoot shooter shoothie shooting shoots shop shophere shopmaster shopped shopper shoppers shopping shoppinggood shops shoptronics shopworn shore shorn short shortage shortall shortcake shortcoming shortcomings shortcut shorted shorten shortened shortener shortening shortens shorter shortest shortfalls shorting shortly shorts shorty shot shotgun shots shotty shoud shoukd shoulda shoulder shouldered shoulders shouldersafter shouldnt shouldrer shout shouting shove shoved shovel shoveled shovels shoves shoving showcase showdown showed shower showered showerhead showering showers showerso showerstall showgirls showing showings shown showroom showrooms shows showviewpoints showy shrank shred shredded shredders shredding shreds shriek shrieked shrieks shrill shrillbutwhat shrink shrinkage shrinking shrinkingi shrinks shrinkspremium shrinksregular shrinkssize shrinkstoddler shrinkx shrivel shriveled shrivels shrug shrugged shrugging shrugs shrunk shrunked shrunken shrunks shu shubb shudder shudders shuffle shuffled shuffling shure shures shush shushing shut shute shutoff shuts shutterbug shutting shuttle shuttlemax shy shying si sibc siberian sibilance sibling siblings sibs sic sicilian sick sickening sickeningly sicking sickly sickness sickthey sicne sict sid sideawesome sidebags sidebar sideboard sidecar sidecarring sided sidedepth sidelined sidenote siderail sides sidesbottom sidestep sidesthe sidetracked sidewalk sidewalkgenerous sidewalks sidewalls sideways sidewaysir sidewing sidewings siding sids sidscons sie siegel siempre sienna siente sies siesta sieve sieves sieze sift sifting sig sigg sigh sighed sighing sighs sight sighted sightlines sights sightseeing sign signal signaled signaling signals signature signatures signed signet signficant signif significant significantly signify signing signiture signs sigure sil silage silcone silence silencers silences silent silently silestone silhouette sili silica silicate silicon silicone siliconecon silicones silicons silikids siliskin silk silkcoat silkier silkiness silky sill silla sillage sillier silliness sills silly silocones silver silverado silverlake silverleaf silvermaclaren silverpick silvers silvertone silverware silverwhich silvery silylate sim simba simethicone simi similac similar similarities similarity similarly similer similiar similiarly simmondsia simmons simple simpledrives simpleface simplehuman simplei simpler simplese simplesse simplest simplethe simplex simpley simplicity simplified simplifies simplify simplifying simplisse simplistic simply simplygo simplysmart simpson sims simualtion simulate simulated simulates simulating simulator simultaneous simultaneously simultaneouslytotally sin sincerely sinch sinched sinclair sine sinensis sinfully sing singapore singe singer singers singing single singlefor singlehandedly singlei singlepass singles singlet singleton singly sings singular sink sinkand sinkcon sinked sinker sinking sinks sinmply sinus sinuses sion sip siphon siphoning sippe sipped sippee sipper sippered sippers sippi sippie sippies sippigrip sippin sipping sipply sipppy sippy sippys sips sipster sipsters sir siren sirens siri sis sisley sissy sista sister sisters sit sitar sitch site sited sites siting sitka sits sitsgets sitted sitter sitters sitting sittingand sittingd situ situaiton situate situated situation situations situp sive siver sixpack sixteen sixth sixties siz sizable size sizeable sizecloud sizecons sized sizeeasy sizeflaps sizegreat sizehas sizeher sizei sizeour sizers sizes sizing sizze sizzle sizzling sizzors sk ska skate skateboard skateboards skb skecptical skeeved skeleton skeletons skeptic skeptical skeptically skepticism sketch sketches sketchy skewed skewer skews ski skid skidded skidders skidding skiers skies skii skill skilled skillet skills skim skimmed skimming skimp skimped skimping skimpy skims skin skinactive skincare skinceuticals skincream skindavia skindon skinfood sking skinit skinmedia skinmedica skinned skinner skinnier skinniest skinny skinour skinperfector skins skintone skip skiphop skipit skipits skipped skipping skippy skips skiptical skirt skirted skirting skirts skit skits sku skull skulls skun skunk skwinkle skwish sky skyline skyn skype skyrocketed skyward slab slabbed slabs slack slackness slam slammed slamming slams slant slante slanted slants slap slapback slapped slapping slaps slash slashguard slashing slat slate slated slates slatewhich slather slathered slathering slats slatted slave slay slayer slc sleak slection sled sledding sledge sledgehammer sleeeping sleek sleeker sleekest sleep sleepeasy sleeped sleeper sleeperor sleepers sleeperthe sleepery sleepi sleepies sleepin sleeping sleepingcomfort sleepless sleeplessness sleepmobile sleepnest sleepng sleepon sleepovers sleeps sleepsac sleepsack sleepsacks sleepsacs sleepshe sleepsuit sleepthey sleeptime sleeptrainer sleepwalker sleepwalking sleepwear sleepy sleepytime sleepytimes sleeve sleeved sleeveless sleeves sleigh slender slep slept slew slice sliced slices slicing slick slicked slicker slickery slickness slicon slid slide slider sliders slides slidey sliding slids slig slighest slighly slight slighter slightest slightly slighty slim slime slimely slimey sliminess slimly slimmed slimmer slimmest slimming slimmming slimy slinder sling slinging slingrider slingrings slings slingshot slinkies slinky slinkys slip slipcover slipcoverover slipcovers slipery slippage slipped slipper slipperiness slippers slippery slipping slipps slips slipsheet slit slithery slits sliver slmost slob slobber slobbered slobbering slobbers slobbery slobs slogan sloid sloooooow slop slope sloped slopes sloping slopped sloppily slopping sloppy slosh sloshes sloshing slot slotcan slots slotted slotting slouch slouched slouches slouching slouchy slough sloughed sloughing slow slowed slower slowest slowing slowly slowness slows sls slsa slugger sluggish slumber slumbering slumbersack slump slumped slumping slumps slung slurp slurped slurping slush slushies slushy sm smack smacked smackers smacking smacks smae smal small smallboth smallcons smaller smallerweight smallest smallexclusively smallhowever smalli smallish smallmy smallness smalloverall smalls smallthe smap smart smartees smarter smartest smartly smartphone smartphones smarts smartseat smartspace smartsteam smartsteps smarty smash smashbox smashed smasher smashes smashing smashingly smattering smdi smealls smear smeared smearing smears smeary smell smelled smellier smelliest smelling smells smellsit smelly smelt smid smidge smidgen smile smiled smileit smiles smiley smiling smily smith smitten smll smock smocks smoke smoked smoker smokes smokestack smokey smokeyif smoking smoky smoldering smooches smoooooth smoooth smoosh smooshed smooshes smooshing smooshy smooth smoothe smoothed smoothely smoothen smoother smoothers smoothes smoothest smoothie smoothies smoothing smoothly smoothnegatives smoothness smoothnessnice smoothnice smooths smoothshipping smoothvery smorgasboard smorgasbord smother smothered smothering smothly smotthly smps smth smudge smudged smudgeproof smudger smudges smudging smudgy smug smuggled smush smushed sn snack snackage snackbar snackcons snacker snackers snackies snacking snacks snacksbetter snackscons snafu snag snagged snagging snags snail snails snakcs snake snaked snakes snap snaped snapgrovia snapon snappable snapped snapper snappers snappi snappie snappier snappies snapping snappis snappy snaps snapshot snare snark snarkother snarks snarksnark snarl snarling snatch snatched snatcher snatchers snazzy sneak sneakers sneaking sneaks sneaky sneering sneeze 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socal soccer social socialists society sock socket sockets socklike socks soda sodas sodastream sodden sode sodium soe soecial soem soemthing soemtimes sof sofa sofer sofia sofie soft softand softball softbums softcups softeasydurablemachine softeez soften softened softener softenerand softeners softeness softening softens softer softest softfit softin softish softlarge softly softmalleable softner softness softshells softsoap softthey software softwareis softwash softy soggy soho sohpie soi soil soild soiled soiling soils soin soit soja sol sola solar solaroo sold solder soldered soldering solderless sole soleil solely solemnly soles soley solf solid solidlet solidly solids solidsbaby solo soloing soloist solos solta soltech soluble solution solutions solve solved solvent solvents solver solves solving som somebody someday somedays somehting somekind someones someplace someroom somersault somerset somes somescotch somesuch somethings somethingthis someties sometimesdifficult sometims someting somewat someway somewhat somewhate somewhwre somine somme somthing somtime son sonar sonata sone song songs songwriter songwriting sonhe soni sonic sonicare soniclear sonogram sonor sonotherwise sons sony soo soon sooner sooo soooo sooooo soooooo sooooooo soooooooo sooooooooo sooooooooooooooooo sooother soot sooth soothe soothed soothened soother soothers soothes soothie soothies soothing soothingly sooths sop soph sophia sophiaand sophie sophies sophisticated sophistication sophora sopowdery sopping soppy soprano sopranoaquila sorbate sorbet sorbitan sorbitol sore sorelle sorely soreness sorento sores sorrow sorry sort sorta sortby sorted sorter sorters sorting sorts sos souffle sought soul soulful sound soundboard soundbox soundcheck soundcloud soundcraft sounded soundest soundhole soundholed soundholes soundi sounding soundingat soundit soundlessly soundly soundman soundnegative sounds soundscons soundsnow soundspa soundsreally soundstage soundstakes soundswhich soundtracks soup souped soupier soups sour source sourced sources sourcing south southeast southeastern southern southwest souvenir souvenirs sovtek sovteks sow sown soy soybean soybeans soyoung sp spa spababy spac space spacecraft spaced spaceif spacelooks spaceportable spacer spacers spaces spacesaver spaceship spaceships spacey spacing spacious spaciously spaciousness spackle spacy spade spades spagetti spaghetti spain span spandex spangled spaniel spanish spanky spanner spans spanx spare spared sparehad spares sparing sparingly spark sparkle sparkler sparkles sparkling sparkly sparrow sparse sparsely spas spash spasilk spasms spastic spat spate spatial spatula spatulas spaz spead speads speak speaker speakera speakerand speakers speakersare speakersthe speaking speaks spear spearing spearmint spec specail specailly special specialist specialists speciality specialize specialized specializes specially specials specialty species specifficly specific specifically specificaly specification specifications specificationsmonitor specifics specified specifies specify specious speck specks specs spectacular spectators spected specthat spectra spectraflex spectre spectrum speculations sped speech speeches speed speeding speeds speedy speep speert spell spelled spellings spells spemd spend spending spends spendy spent sperately spew spewing spf spfs sphere spheres spherical sphincter spic spice spices spicey spicier spiciness spicket spicy spicyscent spider spiderman spiders spidery spied spigot spike spiked spikes spikey spiky spil spill spillage spilled spiller spillers spilling spillproof spills spillscons spilt spin spinach spinal spinaroo spindle spindles spindly spine spines spinnable spinner spinners spinning spinny spinosa spins spintering spiny spiral spiralskwish spirit spirited spiritedly spiriting spirits spiro spit spite spitless spits spitter spitters spitting spittle spitty spitup spitups splash splashed splashee splasher splashes splashguard splashin splashing splashmat splasing splat splats splatter splattered splattering splatters splay splaying spleen splendid splendidly splinted splinter splintered splintering splinters splintery splints splish split splits splitter splitting splotch splotches splotchiness splotching splotchy splurge splurged splurging splurts spnge spo spoil spoilage spoiled spoiler spoiling spoils spoke spoken spokes spokesman spokespeople spong sponge spongebob sponges spongey spongier spongy spontaneous spontaneously spooked spool spoolie spoon spoonall spoonfed spoonful spoonfuls spooning spoonlike spoons sporadic sporadically sporatic spork sporks sport sportage sported sportfor sportier sporting sportpros sports sportsbra sportsbras sporty sportyroom spose sposie sposies sposoeasy spot spotless spotlessly spotlight spotlights spots spotscons spotted spotter spotting spotty spouse spouseok spout spoutcap spouted spouting spoutless spouts sppon sppons sprain sprang sprawled sprawling spray sprayback sprayed sprayer sprayerbumgenius sprayercloth sprayerkes sprayers spraying sprays spread spreadable spreading spreadout spreads spreadsheet spree sprees spring springfree springing springloaded springs springtime springy sprinkle sprinkled sprinkler sprinklers sprinkles sprinkling sprint spritz spritzed spritzer spritzes spritzing spritzs spro sproing sproof sprout sprouted sprouting sprouts sproutware spruce sprunch sprung spry spudman spueak spun spunky spur spurge spurt spurted spurts sputter spy spyder spying spzg sq sqalane sqare sqeak sqeaker sqeaky sqeeshy sqeeze sqft squabbles squalane squalene square squared squarely squares squarish squash squashed squashes squashing squashy squat squatting squatty squawk squeak squeaked squeaker squeakers squeakiness squeaking squeaks squeaky squeal squealed squealer squealing squeals squeamish squeee squeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee squeek squeeker squeekie squeeking squeeks squeeky squeel squeeshy squeez squeezability squeezable squeeze squeezed squeezers squeezes squeezies squeezing squeezy squese squesh squicky squid squier squiggler squiggles squiggly squimmy squimy squinch squint squinting squints squinty squire squirm squirmed squirmer squirming squirms squirmy squirrel squirreled squirrly squirt squirted squirter squirters squirtie squirties squirting squirts squirtsand squirty squish squishables squished squishes squishier squishiness squishing squishy squishyness squnched squooshi squooshis squrimy squrit sr src sream sreaming srear srp ss ssc ssd ssipping ssl ssn ssoooo ssshhhhhh ssso sssss sst ssteady ssupposed sswaddle st stab stabalize stabbed stabbing stabile stability stabilitycolorsound stabilization stabilize stabilized stabilizer stabilizers stabilizes stabilizing stable stabled stablemusic stablize stablized stablizers stably stabs stack stackable stackablility stacked stacker stackers stacking stacks stadium stady staff stage stagecraft stages stagg staggered staggering staging stagnant stagnate staid stain stainable stainding staindon stained staing staining stainless stains staionary stair staircase staircases stairs stairway stairways stairwell stairwells stake stakes stale stalk stalked stalks stall stalling stalls stamens stamp stamped stamping stamps stan stance stand standadr standalone standand standard standarddon standardized standards standart standby standbys standed stander standi standing standinstrument standout standpoint stands standsit standup stank stanton stap stapes staple stapled staples staps stapula star starbucks starbugera starch starched starches stardo stardust stare stared stares starfield starfish starfruit staring starings staris stark starless starlight starpower starring starry stars starsafter starsavoided starsconclusion starsexclusive starslets starsmy starsrecommended starssold starsthere starswe start started starter starteri starters starting startle startled startles startling starts startup starving starwalker stash stashed stashing state stated statement statements states stateside static statically staticeasy staticky statics staticy stating station stationary stationed stationery stations stationscomfortinterestjumping statistically statistics statred stats statuette stature statured status stautionary stave staw stay stayed stayign staying stayon stays stead steadfast steadier steadily steady steak steal stealing steals stealth stealthfit steam steamed steamer steamers steaming steams steamtech steamy stear stearate steardy steareth stearic stearing stearoyl stears stearyl steel steels steelseries steep steeped steeper steer steerable steered steerhuge steering steers steerthe steerwonderful stefan steiff steinberg stelatopia stella stellalouella stellar stellarly stem stems stemware stench stenchy stenosis step steph stepped steppenwolf stepping steps stepsinstructions stepstool steralised steraliser steralization steralized steralizer sterdier sterdy sterelize sterelizer stereo stereotypes stereotyping steribottle sterile sterilisation sterilise sterilised steriliser sterilisers sterilises sterilising sterilite sterility sterilization sterilizationnever sterilizations sterilize sterilized sterilizer sterilizers sterilizes sterilizing sterilze sterilzer sterilzing steriod steriods sterizing sterliser sterlization sterlized sterlizer sterlizes sterlizing stern sternly sternum steroid steroids stertch steve stevie stew stewart stewing stews sth sthash sthemed stich stiched stiches stiching stick sticked sticker stickers stickey stickier stickies stickiness sticking stickler sticks stickszo stickup stickups sticky stiff stiffened stiffeners stiffens stiffer stiffly stiffness stiffthis stiffto stifle stifled stil stila stillborn stilldifferent stiller stillness stills stilts stim stimulants stimulate stimulated stimulates stimulating stimulation stimulationonly stimulator stimulators stimuli stimulting stimulus sting stinging stings stingy stink stinker stinkier stinkies stinkin stinkiness stinking stinks stinksnaps stinky stint stints stiny stip stipple stippling stipulate stir stiripes stirred stirrers stirring stirrups stirs stitch stitched stitches stitching stitchings stivectin stll stlye stnad stobe stock stocked stockinette stocking stockings stockpile stockpiled stockpiling stocks stoke stoked stokke stole stolen stollen stoller stollers stomach stomachs stomp stompbox stompboxes stomped stomping stomps stone stoneas stones stong stonger stood stool stooled stools stoop stooped stooping stop stoped stopped stopper stoppers stopping stoppped stops storable storage storagecompacteasy storagethe store storecons stored stores storeys stories storing storingthe stork storkcraft storksak storller storm story storybook storyline stout stouter stoutso stove stoves stovetop stow stowe stowed stowing stp str straddle straddled straddling stragglers straggling straggly straight straightaway straightawaysgreat straightback straighten straightened straightener straighteners straightening straightens straighter straightforward straightjacket straightjackety straightplanet straights straignten straigt straigtened strain strained strainer strainers straining strains strait strand stranded strands strange strangely stranger strangers strangest strangle strangled strangling strangulation strap strapes strapeyelits strapfor strapinstead strapleather straplock straplocks straplok straploks strapped strapping strappros strappy straps strapscell strapscons strapsconsthe strapsholds strapslove strapsto strart strat strata strategic strategically strategies strategy stratocaster stratocasters stratocastor strats stratto stratus stravinsky straw strawberries strawberry straws stray strdot streak streaked streaking streaks streaky stream streamed streamer streaming streamline streamlined streamlines streams strech streches strechy streem street streets streghtens stregnthening strenghen strenght strength strengthen strengthened strengthener strengtheners strengthening strengthens strengths strenth strenuous stress stressed stresses stressful stressing stretch stretchable stretched stretches stretchier stretchiest stretchiness stretching stretchmarks stretchy strewn stricken strickly strict stricter strictly stride strident strides stright strike strikes striking strikingly string stringed stringent stringes stringing strings stringsare stringscons stringsmighty stringsringing stringsto stringws stringy strioller strip stripe striped stripes striping stripped stripper stripping strippings strips stripscons strive strivectin strives striving stroage strobe stroboscopic stroger stroke strokes stroking stroler stroll strolland strolled stroller strollerbritax strollereasy strollerexceptionally strollerfor strollergenerous strollerhere strolleri strollerit strollerno strollerpros strollers strollerscons strollersi strollersnice strollersrear strollersthe strollersunder strollersunshade strollertakes strollerto strollervery strolling strollit strolls strong stronger strongest strongly strooler strorage struck structural structurally structure structured structures strudy struggle struggled struggles strugglewhat struggling strum struming strummed strummer strumming strung strymon sttn stub stubbed stubbing stubble stubborn stubbornly stubby stuborn stucco stuck stucking stud studded student students studied studier studies studiness studio studiominigibson studios studs study studying stuf stuff stuffable stuffed stuffer stuffers stuffies stuffin stuffing stuffings stuffs stuffy stumble stumbled stumbles stumbling stumboled stump stumped stumpy stung stunk stunned stunning stunt stuntedly stupid stupidity stupidly stupifying stupisms sturdier sturdiest sturdily sturdiness sturdy sturdybaby sturdyeasy sturdyextra sturdyinglesina sturdylightweightfolds sturdylooks sturdywe stury stuttering stwart stye style styled styler styles stylin styling stylish stylishly stylishness stylist stylistically stylists stylized styrene styrofoam su suave suaves suavidad sub subarbs subaru subbing subcompact subconsciously subdivide subdivided subdue subdued subduing subgallate subject subjected subjecting subjective subjectivity subjects sublime sublte submarine submarining submenu submergable submerge submerged submerges submerging submerse submersion submission submit submited submitted submixer suboptimal subpar subs subscribe subscription subsequent subsequently subside subsided subsides substance substances substantial substantially substantive substite substitute substituted substitution substitutions substute subtle subtler subtleties subtlety subtley subtly subtotals subtract subtracted subtracting subtropical suburban suburbia suburbs subway subways subwoofer succeded succeed succeeded succeeds succesfully success successes successful successfully successor succinct succinic succumb succumbs sucessful sucessfully sucition suck suckage sucked sucker suckered suckers sucking suckingcups suckingsuction suckle suckling sucks sucktion sucrose suction suctioned suctioners suctioning suctions suctionwell sud sudbury sudden suddenly suds sudsing sudsy sue sued suede sueded suepr sues suess suface suffer suffered sufferer sufferers suffering suffers suffication suffice suffices sufficient sufficiently suffocate suffocated suffocating suffocation suffocations suffolk sugar sugarbooger sugarboogers sugarcoat sugared sugars sugarsnap sugary sugerbooger suggest suggested suggesting suggestion suggestions suggestive suggestjl suggests suhr suing suit suitable suitably suitalbe suitcase suitcases suite suited suites suits sukin sulfate sulfated sulfates sulfoacetate sulfur sully sulphur sultra sultry sum summarize summarized summarizing summary summaryi summarysince summarythe summer summerish summeroverall summers summertime summery summing summit summitfor summitxc summmer summon summorize summr sumo sumotech sums sun sunattached sunbaby sunbathing sunbleach sunblock sunblocks sunblocky sunburn sunburned sunburns sunburnt sunburst sunburstnice suncare suncons suncreen suncreens sunctioned sunday sundays sundeck sundrenched sunflower sunglass sunglasses sunglassespensmiscellaneous sungold sungride sunhat sunk sunken sunkissed sunless sunlight sunn sunni sunniest sunning sunny sunparent sunprise sunroof suns sunscreen sunscreens sunset sunshade sunshadeeasy sunshades sunshield sunshine sunspots suntan suntanned sup supdate super superb superbib superbibof superbibs superbly superbmy superbuild supercardioid superchamp supercharged supercool supercute superficial superfine superfluous superfood superfoods superfruit supergate supergates superglue supergoop superhero superior superiore superiority superman supermarket supermarkets supermart supermommy superpowers supersensitive supersize supersmile supersoft supersonic superstar superstore superstyle supertiny supervelcro supervise supervised supervising supervision supervisor superwash superyard superyards suple suplement supper supplamine supple supplement supplemental supplementary supplementation supplemented supplementing supplements suppleness supplication supplied supplier suppliers supplies supply supplying support supported supportedaccessories supporter supporting supportive supports supportthe suppose supposed supposedly supposely supposes supposing supposively supposse suppressing suppressor supprised supprising supreme supremely suprise suprised suprising suprisingly suprizingly suprrise surburban sure surefire surely surf surface surfaced surfaces surfacesthe surfactant surfer surfers surfing surge surged surgeon surgeons surgeries surgery surgical surgras suri surly surmise surmountable surounding surpases surpass surpassed surpasses surpassing surpised surprise surprised surprises surprising surprisingly surrogacy surround surrounded surrounding surroundings surrounds surved surveillance survelliance survey surveyed surveys survival survive survived survives surviving sus susan susceptible suse sushi sushine sushing suspect suspected suspend suspended suspender suspending suspends suspension suspensions suspicion suspicions suspicious suspiciously suss sustain sustainability sustainable sustained sustainer sustaining sustains sustenance sutable suuuuuper suv suvs sux suy suystem suzannethank svan sw swab swabbing swabs swaddeled swaddle swaddlebees swaddlechange swaddled swaddledesigns swaddleme swaddlemes swaddlemesummer swaddlepod swaddlepods swaddler swaddlerand swaddlers swaddles swaddling swadle swadling swag swallow swallowable swallowed swallowing swallows swamp swamped swampy swang swankie swap swapped swapping swaps swarovski swarthy swat swatch swatched swatches swatchesoverall swath swaths swatted swatting sway swayed swaying sways swayze swear swearing swears sweat sweated sweater sweaters sweating sweats sweatshirt sweatshirts sweaty swede sweden swedish sweeeet sweeny sweep sweeped sweeping sweeps sweet sweetened sweeteners sweeter sweetest sweetie sweetly sweetness sweetpea sweetpeace sweetwater swell swelled swelling swells sweltering swerve swiching swifelmode swiffer swift swiftly swim swimhat swimmers swimmie swimming swimmng swimmy swims swimsuit swimsuits swimwear swine swing swingeasy swinger swingfisher swinggraco swinging swings swingso swingsoverall swingwayyyyyyyyy swingy swipe swiped swipes swiping swirl swirled swirling swirls swirly swish swished swishing swiss switch switchable switcharoo switcharoos switchback switchcraft switched switcher switcheroo switches switching switchless switchmucic swith swithes switzerland swival swivel swiveled swiveling swivels swivled swollen swooned swoop swoosh swooshing swop sword swords swore sworn swtich swtiching swung sww sx sxdjh sxw sy sycomore sycophantic syle sylvestris symbol symbolized symbols symbolthe symmetric symmetrical symmetrically sympathetic sympathize sympathy symphany symphonic symphony symphonys symptoms syn synapses sync synced synch synchronized syncing syndrom syndrome synergistic synergistically synergy synonyms synop synopsis synth synthesize synthesizer synthesizers synthetic synthetics synthetictrim synths syringe syringes syrup syruppy systemalready systemat systematically systembecause systemforward systems systemsilovefairytalesimaginary systemso systemthe systemvery sytstem szechuan ta tab tabac tabby table tableau tablebouncy tablecloth tablecloths tablei tables tablespoon tablespoons tablet tabletop tablets tableware tabs tabu tack tacked tackiness tackle tackled tackles tackling tacks tacky taco tacoma tact tactic tactical tactics tactile tad tada tadbit tadpole tadpoles taffeta tag tagette tagged taggie taggies taggy tagline tags tahiti tahoe taht tai tail tailbone taillights tailor tailored tailoring tails taint tainted taiwan taizhou tak takamine takealong takedown takelon taken takeoff taker takers takes taking takinging takkamine taks tal talc talcum tale talent talented tales talk talkback talked talkie 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tayler taylor tb tbd tbddurability tbh tbl tbs tbsp tc tca tcb tcwx td tdi te tea teach teacher teachers teaches teaching teacup teakettle teal teals team teaming teapot tear teardown teardrop tearing tears teas tease teased teasers teasing teaspoon teaspoons teat teathers teathing teats tec tech techni technica technical technicality technically technician technicians technique techniques techno technological technologically technologies technology technologyagain technologyphilips techs techy tecno ted teddies teddy tedious teds tee teeethers teek teen teenage teenaged teenager teenagers teenboy teenie teeniest teens teensy teeny teepee teeshirt teeter teetering teeters teeth teethe teethed teether teetherare teethers teethersince teetherthree teethes teethifier teething teethingremovable teethless teeths teeting teflon teh tehm tehy tei teint tel tela telangiectasia telangiectasis tele telecaster telecasters teleconferences telephone telephones teles telescope telescopes telescopic telescoping television televisions tell telling telll tells telltale telogen tem teminded temp temper temperal temperamental temperate temperature temperaturecompact temperaturei temperatures tempered tempermental temperpedic temperture tempeture template templates temple temples tempo temporal temporarily temporary tempos temprature temps tempt temptation tempted tempting tempts tempur tempurature tempurpedic tenants tend tendancy tended tendencies tendency tender tenderness tending tendinitis tendon tendonitis tendons tends tennessee tennis tenor tens tense tensed tensely tension tensioner tenson tent tentacle tentacles tentative tented tenth tenths tents tentwith tepid tepper tequila tercel teresa term termed terminal terminals terminating terming terms terpenes terra terrace terracotta terrain terrainconsheavier terrains terrble terrible terribleness terribly terriblyi terricloth terriers terrific terrificly terrified terrifies terrifying territory terror terrors terry terrycloth tesla test testament tested tester testers testicles testify testimonials testimony testing tests testy tetanus teteras tetero teteros tether tethered tethering tethers tetragonoloba tetrahexyldecyl tetraisostearate tetrapeptide tetrasodium tetrehexyldecyl tetris teutonia tex texas text textbook textbooks textile textiles texting textrued texts textued textur textural texturally texture textured textures textureswhen texturing texturize texturized texturizing texure texutres tf tft tg tge tget tgis th tha thak thane thani thank thankdgibing thanked thankful thankfully thanking thanks thanksgiving thankyou thant thatcons thatdoesnt thatforum thati thatoverall thats thatvit thatwe thaw thawed thawing thaws thay thd theadaptor theaden theangelcare theannabel theater theaters theatre theatrical theaventblog theb thebaby thebabybj thebabybjorn thebalm thebeaba thebob theboba theboon theboppy thebottom theboulevard thebreast thebrica thebritax thebugaboo thebumbo thebumkins thebummis thebump 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tiaras tiare tiburon tic tick ticked ticker ticket ticketing tickets ticking tickle tickled tickles ticks tico tid tidal tide tidier tidy tie tieback tied tiempo tiene tier tiered tiers ties tiethe tiger tigers tighly tight tighten tightened tightener tighteners tightening tightens tighter tightest tightline tightlooks tightly tightner tightners tightness tights tighty tigi tiguan tihs tiiiiny tike tikes tiki til tile tiled tiles till tilt tilted tilting tiltinggood tilts tilty tim timbral timbres time timebomb timecould timed timef timeframe timeframes timegood timei timekeeping timeless timeline timely timelycons timeout timeoverall timer timers timerthe times timesaver timesout timesrecline timesyou timethe timetraveling timewashable timewise timex timey timi timid timing tin tincture tine tines tinest tinfoil ting tinge tinged tinges tingle tingled tingles tingling tingly tini tinier tiniest tinker tinkered tinkerer tinkering tinkle tinkled tinkles tinkling tinny tins tint tinted 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toiletries toiletry toilets toilette toiley toke token tokyo tol tolast told tole tolerable toleraine toleranc tolerance tolerances tolerant tolerate tolerated tolerates tolerating toleriane tolex toliet toll tolls toloop toluene tom toma tomato tomatoes tomboy tomee tomme tommee tommie tommy tomo tomorrow tomove toms tomy ton tonal tonalidades tonally tone toned tonelab toneprint toneprints toner toners tones tonez tongs tongue tongues tonic tonics tonifying tonight toning tonka tons tonymoly tooas toocon tooheavy took tool toolbelt toolbox tooli toolkit tools toomunchkin toon tooo toooo tooooo tooshie tooshies tootbrush tooth toothbruch toothbrush toothbrushes toothed toothless toothpaste toothpastes toothpick toothpicks toothy toots tootsies tooty topazio topbassinet topcoat topcover tope topic topical topically topicals topics topix topless topnotes topoverall topped topper toppers toppik topping toppix topple toppled topples toppling toppy tops topsbut topsy topthis topush tore 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transiting transition transitional transitioned transitioning transitions transiton translate translated translates translating translation translucence translucency translucent translusent transmembrane transmission transmit transmits transmitted transmitter transmitters transmitting transparency transparent transplant transplants transport transportability transportable transportation transported transporter transporting transports transposable transpose transposes transtube transverse trap trapclear trapp trapped trapper trapping traps trasfer trash trashbag trashbags trashcan trashcans trashed trashes trashy trasition trasport trasportable trauma traumatic traumatized traumatizing travel travelability traveled traveler travelers traveling travelingforward travelled traveller travelling travelmate travels travelsafe travelsheet traverse traversing travertine travguid travled travleing travlite tray trayand traycons trays traysand traysi traysmooth tre tread treadle treadmill treads treasure treasured treasures treat treated treater treating treatment treatments treats treble trebles treblish trebly treck tree treed trees treetop trek trekking trekko trem tremelo tremendo tremendous tremendously tremolo tremonti tremoo tremors trend trending trendlab trendline trends trendy tres tresemme tresses tretinoin trevi trg tri tria triabeauty triacneal triaerogel trial trialing trialled trials triangle trianglefor triangles triangular tribehenin tribulations tribune tribute trichophylla trick tricked trickier trickiness trickle trickles trickling tricks trickster tricky triclosan tricycle tricycoo tridecane trideceth trider tried triedcons trieddoes triedi triedphilips tries triethanolamine triethoxycaprylylsilane trifecta trifle triflow trifold trifolded trifolding trifolds trigger triggered triggering triggers triglide triglyceride triglycerides triisocetyl triisostearate trike trikes trilingual trilled trillion trilogy trim trimester trimethicone 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In [36]:
#### Implementing K means
In [39]:
r1=review.review.to_frame()
kmeans_model = Kmeans(3, seed = 42, max_iter = 300)
fitted = kmeans_model.fit_kmeans(X)
#Th predicted function returns the cluster labels
predicted = kmeans_model.predict(X)
r1['cluster_labels'] = predicted
g = r1.groupby('cluster_labels')
The norm of the centroids is: 22.91
Running Model Iteration 0 
Running Model Iteration 100 
Running Model Iteration 200 
Model finished running
In [40]:
g.get_group(0).head()
Out[40]:
review cluster_labels
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! 0
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. 0
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. 0
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. 0
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. 0
In [41]:
g.get_group(1).head()
Out[41]:
review cluster_labels
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money. 1
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types. 1
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy! 1
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed. 1
12 - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached. So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it. (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in. a 2 year old & 4 year old both have the same problem. they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough. So I have to lift my heavy 4 year old & 2 year old in EVERY TIME. lift them in, lift them out, lift them in, lift them out. and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design. Bob folks - you gotta fix this. this design hasn't changed for years. Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray. I know you can do it :) 1
In [42]:
g.get_group(2).head()
Out[42]:
review cluster_labels
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous 2
13 My child is scared of &#34;big potties&#34;. When we are on the road or out shopping, this is the lifesaver for &#34;I have to pee now daddy!&#34;. We love it. 2
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good. 2
38 The chicco car seats are great - easy to use, high safety ratings, and nice looking. My only complaint about this car seat is that my son sweats like crazy in it. We live at 7,000ft so not in a warm climate by any means - houses where we live don't even have AC. I could not imagine how much he'd sweat in a warm or humid climate. Even after short rides in a well ventilated cool car his head totally soaks the head rest and the back of his shirt is totally soaked through. Going to look at other options for our next baby as our son loves his car seat and going for rides until he is soaking in sweat. 2
85 It doesn't really keep the car seat cool, but it does keep it cooler than the rest of the car, which is noticeable when you are in very hot temperatures. We traveled through areas with 3 digit temperatures (Texas, New Mexico, Nevada, Southern California, etc). The most important part is that the metal parts of the buckles don't get hot enough to burn the baby, and this is what it did. For the price, great product. 2